Wang Ling | Papers With Code

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icon-fa-regular" data-name="chevron-down"><svg viewBox="0 0 448 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M441.9 168.28c4.7 4.7 4.7 12.3 0 17l-209.4 209.4c-4.7 4.7-12.3 4.7-17 0L6.1 185.28c-4.7-4.7-4.7-12.3 0-17l19.8-19.8c4.7-4.7 12.3-4.7 17 0L224 329.18l181.1-180.7c4.701-4.7 12.302-4.7 17 0z"/></svg></span> </button> <div class="dropdown-menu" aria-labelledby="btnGroupDrop1"> <a class="dropdown-item" href="?q=author%3AWang+Ling&order_by=date">Date Published</a> <a class="dropdown-item" href="?q=author%3AWang+Ling&order_by=stars">Github Stars</a> </div> </div> <a href="?q=author%3AWang+Ling&order=asc" type="button" class="btn btn-outline-secondary"> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="arrow-down"><svg viewBox="0 0 448 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M441.9 251.08c4.7 4.7 4.7 12.3 0 17l-209.4 209.4c-4.7 4.7-12.3 4.7-17 0L6.1 268.08c-4.7-4.7-4.7-12.3 0-17l19.8-19.8c4.7-4.7 12.3-4.7 17 0L198 386.38V44.98c0-6.599 5.401-12 12-12h28c6.6 0 12 5.401 12 12v341.4l155.1-155.1c4.701-4.7 12.302-4.7 17 0z"/></svg></span> </a> </div> </div> </div> </div> <div class="infinite-container text-center"> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/the-deepmind-chinese-english-document"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/904663.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/the-deepmind-chinese-english-document">The DeepMind Chinese–English Document Translation System at WMT2020</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/the-deepmind-chinese-english-document#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/wmt-emnlp-2020-11"> WMT (EMNLP) 2020 </a> </span> • <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/laurent-sartran">Laurent Sartran</a></span>, <span class="author-span "> <a href="/author/po-sen-huang">Po-Sen Huang</a></span>, <span class="author-span "> <a href="/author/wojciech-stokowiec">Wojciech Stokowiec</a></span>, <span class="author-span "> <a href="/author/domenic-donato">Domenic Donato</a></span>, <span class="author-span "> <a href="/author/srivatsan-srinivasan">Srivatsan Srinivasan</a></span>, <span class="author-span "> <a href="/author/alek-andreev">Alek Andreev</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/sona-mokra">Sona Mokra</a></span>, <span class="author-span "> <a href="/author/agustin-dal-lago">Agustin Dal Lago</a></span>, <span class="author-span "> <a href="/author/yotam-doron">Yotam Doron</a></span>, <span class="author-span "> <a href="/author/susannah-young">Susannah Young</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">This paper describes the DeepMind submission to the Chinese\rightarrowEnglish constrained data track of the WMT2020 Shared Task on News Translation.</p> <div class="sota"> </div> <p> <a href="/task/document-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Document Translation</span> </span> </a> <a href="/task/sentence"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Sentence</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/the-deepmind-chinese-english-document#tasks"> <span class="badge badge-primary"> <b>+2</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/the-deepmind-chinese-english-document" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/the-deepmind-chinese-english-document#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/mad-for-robust-reinforcement-learning-in-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/2207.08583.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/mad-for-robust-reinforcement-learning-in-1">MAD for Robust Reinforcement Learning in Machine Translation</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/mad-for-robust-reinforcement-learning-in-1#code">no code implementations</a> • <span class="author-name-text item-date-pub">18 Jul 2022</span> • <span class="author-span "> <a href="/author/domenic-donato">Domenic Donato</a></span>, <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">We introduce a new distributed policy gradient algorithm and show that it outperforms existing reward-aware training procedures such as REINFORCE, minimum risk training (MRT) and proximal policy optimization (PPO) in terms of training stability and generalization performance when optimizing machine translation models.</p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a href="/task/reinforcement-learning-2"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>reinforcement-learning</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/mad-for-robust-reinforcement-learning-in-1#tasks"> <span class="badge badge-primary"> <b>+4</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/mad-for-robust-reinforcement-learning-in-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/mad-for-robust-reinforcement-learning-in-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/enabling-arbitrary-translation-objectives-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/2202.11444.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/enabling-arbitrary-translation-objectives-1">Enabling arbitrary translation objectives with Adaptive Tree Search</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/enabling-arbitrary-translation-objectives-1#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/iclr-2022-4"> ICLR 2022 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/wojciech-stokowiec">Wojciech Stokowiec</a></span>, <span class="author-span "> <a href="/author/domenic-donato">Domenic Donato</a></span>, <span class="author-span "> <a href="/author/laurent-sartran">Laurent Sartran</a></span>, <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/austin-matthews">Austin Matthews</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">When applied to autoregressive models, our algorithm has different biases than beam search has, which enables a new analysis of the role of decoding bias in autoregressive models.</p> <div class="sota"> </div> <p> <a href="/task/decoder"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Decoder</span> </span> </a> <a href="/task/translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Translation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/enabling-arbitrary-translation-objectives-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/enabling-arbitrary-translation-objectives-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/a-mutual-information-maximization-perspective-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1910.08350.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/a-mutual-information-maximization-perspective-1">A Mutual Information Maximization Perspective of Language Representation Learning</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/a-mutual-information-maximization-perspective-1#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/iclr-2020-1"> ICLR 2020 </a> </span> • <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span "> <a href="/author/cyprien-de-masson-d-autume">Cyprien de Masson d'Autume</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/zihang-dai">Zihang Dai</a></span>, <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span> </p> <p class="item-strip-abstract">We show state-of-the-art word representation learning methods maximize an objective function that is a lower bound on the mutual information between different parts of a word sequence (i. e., a sentence).</p> <div class="sota"> </div> <p> <a href="/task/representation-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000228-3131cfbf_nx72Tly.jpg"> <span>Representation Learning</span> </span> </a> <a href="/task/sentence"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Sentence</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/a-mutual-information-maximization-perspective-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/a-mutual-information-maximization-perspective-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/putting-machine-translation-in-context-with-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1910.00553.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/putting-machine-translation-in-context-with-1">Better Document-Level Machine Translation with Bayes' Rule</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/putting-machine-translation-in-context-with-1#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/tacl-2020-1"> TACL 2020 </a> </span> • <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/laurent-sartran">Laurent Sartran</a></span>, <span class="author-span "> <a href="/author/wojciech-stokowiec">Wojciech Stokowiec</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">We show that Bayes' rule provides an effective mechanism for creating document translation models that can be learned from only parallel sentences and monolingual documents---a compelling benefit as parallel documents are not always available.</p> <div class="sota"> </div> <p> <a href="/task/document-level-machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Document Level Machine Translation</span> </span> </a> <a href="/task/document-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Document Translation</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/putting-machine-translation-in-context-with-1#tasks"> <span class="badge badge-primary"> <b>+5</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/putting-machine-translation-in-context-with-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/putting-machine-translation-in-context-with-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/relative-pixel-prediction-for-autoregressive"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/917365.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/relative-pixel-prediction-for-autoregressive">Relative Pixel Prediction For Autoregressive Image Generation</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/relative-pixel-prediction-for-autoregressive#code">no code implementations</a> • <span class="author-name-text item-date-pub">25 Sep 2019</span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/susannah-young">Susannah Young</a></span> </p> <p class="item-strip-abstract">In natural images, transitions between adjacent pixels tend to be smooth and gradual, a fact that has long been exploited in image compression models based on predictive coding.</p> <div class="sota"> </div> <p> <a href="/task/colorization"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/9431d1fa-ade7-4849-ae77-746cec16d3c2.jpg"> <span>Colorization</span> </span> </a> <a href="/task/image-colorization"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Image Colorization</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/relative-pixel-prediction-for-autoregressive#tasks"> <span class="badge badge-primary"> <b>+5</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/relative-pixel-prediction-for-autoregressive" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/relative-pixel-prediction-for-autoregressive#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/putting-machine-translation-in-context-with"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/917267.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/putting-machine-translation-in-context-with">Putting Machine Translation in Context with the Noisy Channel Model</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/putting-machine-translation-in-context-with#code">no code implementations</a> • <span class="author-name-text item-date-pub">25 Sep 2019</span> • <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/laurent-sartran">Laurent Sartran</a></span>, <span class="author-span "> <a href="/author/wojciech-stokowiec">Wojciech Stokowiec</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">We show that Bayes' rule provides a compelling mechanism for controlling unconditional document language models, using the long-standing challenge of effectively leveraging document context in machine translation.</p> <div class="sota"> </div> <p> <a href="/task/document-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Document Translation</span> </span> </a> <a href="/task/language-modeling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Language Modeling</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/putting-machine-translation-in-context-with#tasks"> <span class="badge badge-primary"> <b>+4</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/putting-machine-translation-in-context-with" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/putting-machine-translation-in-context-with#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/learning-and-evaluating-general-linguistic"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1901.11373.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/learning-and-evaluating-general-linguistic">Learning and Evaluating General Linguistic Intelligence</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/learning-and-evaluating-general-linguistic#code">no code implementations</a> • <span class="author-name-text item-date-pub">31 Jan 2019</span> • <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/cyprien-de-masson-d-autume">Cyprien de Masson d'Autume</a></span>, <span class="author-span "> <a href="/author/jerome-connor">Jerome Connor</a></span>, <span class="author-span "> <a href="/author/tomas-kocisky">Tomas Kocisky</a></span>, <span class="author-span "> <a href="/author/mike-chrzanowski">Mike Chrzanowski</a></span>, <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span "> <a href="/author/angeliki-lazaridou">Angeliki Lazaridou</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span> </p> <p class="item-strip-abstract">We define general linguistic intelligence as the ability to reuse previously acquired knowledge about a language's lexicon, syntax, semantics, and pragmatic conventions to adapt to new tasks quickly.</p> <div class="sota"> </div> <p> <a href="/task/natural-language-understanding"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Natural Language Understanding</span> </span> </a> <a href="/task/question-answering"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/56ae901a-265f-415f-b175-ce54133d648b.jpg"> <span>Question Answering</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/learning-and-evaluating-general-linguistic" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/learning-and-evaluating-general-linguistic#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/variational-smoothing-in-recurrent-neural"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1901.09296.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/variational-smoothing-in-recurrent-neural">Variational Smoothing in Recurrent Neural Network Language Models</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/variational-smoothing-in-recurrent-neural#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/iclr-2019-5"> ICLR 2019 </a> </span> • <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span "> <a href="/author/gabor-melis">Gabor Melis</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span> </p> <p class="item-strip-abstract">We present a new theoretical perspective of data noising in recurrent neural network language models (Xie et al., 2017).</p> <div class="sota"> </div> <p> <a href="/task/language-modeling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Language Modeling</span> </span> </a> <a href="/task/language-modelling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000267-8df06634.jpg"> <span>Language Modelling</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/variational-smoothing-in-recurrent-neural" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/variational-smoothing-in-recurrent-neural#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/sentence-encoding-with-tree-constrained"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1811.10475.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/sentence-encoding-with-tree-constrained">Sentence Encoding with Tree-constrained Relation Networks</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/sentence-encoding-with-tree-constrained#code">no code implementations</a> • <span class="author-name-text item-date-pub">26 Nov 2018</span> • <span class="author-span "> <a href="/author/lei-yu">Lei Yu</a></span>, <span class="author-span "> <a href="/author/cyprien-de-masson-d-autume">Cyprien de Masson d'Autume</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/lingpeng-kong">Lingpeng Kong</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span> </p> <p class="item-strip-abstract">The meaning of a sentence is a function of the relations that hold between its words.</p> <div class="sota"> </div> <p> <a href="/task/classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000001592-811f0118_3TU7fCb.jpg"> <span>General Classification</span> </span> </a> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/sentence-encoding-with-tree-constrained#tasks"> <span class="badge badge-primary"> <b>+5</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/sentence-encoding-with-tree-constrained" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/sentence-encoding-with-tree-constrained#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/memory-architectures-in-recurrent-neural"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/84875.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/memory-architectures-in-recurrent-neural">Memory Architectures in Recurrent Neural Network Language Models</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/memory-architectures-in-recurrent-neural#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/iclr-2018-1"> ICLR 2018 </a> </span> • <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/yishu-miao">Yishu Miao</a></span>, <span class="author-span "> <a href="/author/gabor-melis">Gabor Melis</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/adhiguna-kuncoro">Adhiguna Kuncoro</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span> </p> <p class="item-strip-abstract">We compare and analyze sequential, random access, and stack memory architectures for recurrent neural network language models.</p> <div class="sota"> </div> <p> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/memory-architectures-in-recurrent-neural" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/memory-architectures-in-recurrent-neural#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/program-induction-by-rationale-generation-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/67194.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/program-induction-by-rationale-generation-1">Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word Problems</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/program-induction-by-rationale-generation-1#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/acl-2017-7"> ACL 2017 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span> </p> <p class="item-strip-abstract">Solving algebraic word problems requires executing a series of arithmetic operations{---}a program{---}to obtain a final answer.</p> <div class="sota"> </div> <p> <a href="/task/decision-making"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Decision Making</span> </span> </a> <a href="/task/program-induction"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Program induction</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/program-induction-by-rationale-generation-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/program-induction-by-rationale-generation-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/program-induction-by-rationale-generation"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1705.04146.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/program-induction-by-rationale-generation">Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/program-induction-by-rationale-generation#code">1 code implementation</a> • <span class="author-name-text item-date-pub">11 May 2017</span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span> </p> <p class="item-strip-abstract">Solving algebraic word problems requires executing a series of arithmetic operations---a program---to obtain a final answer.</p> <div class="sota"> </div> <p> <a href="/task/program-induction"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Program induction</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 307</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/program-induction-by-rationale-generation" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/program-induction-by-rationale-generation#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/generative-and-discriminative-text"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/papergithubrepo/pgr-0001603748-13de5dc4.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/generative-and-discriminative-text">Generative and Discriminative Text Classification with Recurrent Neural Networks</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/generative-and-discriminative-text#code">2 code implementations</a> • <span class="author-name-text item-date-pub">6 Mar 2017</span> • <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span> </p> <p class="item-strip-abstract">We empirically characterize the performance of discriminative and generative LSTM models for text classification.</p> <div class="sota"> </div> <p> <a href="/task/continual-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/46f250b7-a5e4-43fd-889b-15660cd73647.jpg"> <span>Continual Learning</span> </span> </a> <a href="/task/classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000001592-811f0118_3TU7fCb.jpg"> <span>General Classification</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/generative-and-discriminative-text#tasks"> <span class="badge badge-primary"> <b>+2</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 208</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/generative-and-discriminative-text" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/generative-and-discriminative-text#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/expanding-subjective-lexicons-for-social"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1701.00145.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/expanding-subjective-lexicons-for-social">Expanding Subjective Lexicons for Social Media Mining with Embedding Subspaces</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/expanding-subjective-lexicons-for-social#code">no code implementations</a> • <span class="author-name-text item-date-pub">31 Dec 2016</span> • <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span "> <a href="/author/ramon-astudillo-1">Rámon Astudillo</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/paula-c-carvalho">Paula C. Carvalho</a></span>, <span class="author-span "> <a href="/author/mario-j-silva-1">Mário J. Silva</a></span> </p> <p class="item-strip-abstract">This allows us to expand lexicons describing multiple semantic properties.</p> <div class="sota"> </div> <p> <a href="/task/word-embeddings"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/63002230-3620-4bf3-b4d9-773107b1c0b8.jpg"> <span>Word Embeddings</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/expanding-subjective-lexicons-for-social" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/expanding-subjective-lexicons-for-social#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/learning-to-compose-words-into-sentences-with"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1611.09100.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/learning-to-compose-words-into-sentences-with">Learning to Compose Words into Sentences with Reinforcement Learning</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/learning-to-compose-words-into-sentences-with#code">no code implementations</a> • <span class="author-name-text item-date-pub">28 Nov 2016</span> • <span class="author-span "> <a href="/author/dani-yogatama">Dani Yogatama</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/edward-grefenstette">Edward Grefenstette</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span> </p> <p class="item-strip-abstract">We use reinforcement learning to learn tree-structured neural networks for computing representations of natural language sentences.</p> <div class="sota"> </div> <p> <a href="/task/reinforcement-learning-2"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>reinforcement-learning</span> </span> </a> <a href="/task/reinforcement-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Reinforcement Learning</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/learning-to-compose-words-into-sentences-with#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/learning-to-compose-words-into-sentences-with" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/learning-to-compose-words-into-sentences-with#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/reference-aware-language-models"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1611.01628.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/reference-aware-language-models">Reference-Aware Language Models</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/reference-aware-language-models#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2017-9"> EMNLP 2017 </a> </span> • <span class="author-span "> <a href="/author/zichao-yang">Zichao Yang</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span> </p> <p class="item-strip-abstract">We propose a general class of language models that treat reference as an explicit stochastic latent variable.</p> <div class="sota"> <p> <a href="/sota/recipe-generation-on-allrecipescom"> <img style="height:20px;width:35px;position:relative;top:1px;" src="https://production-media.paperswithcode.com/sota-thumbs/recipe-generation-on-allrecipescom-small_a204b3ea.png"/> </a>  Ranked #1 on <a class="sota-task" href="/sota/recipe-generation-on-allrecipescom"> Recipe Generation on allrecipes.com </a> </p> </div> <p> <a href="/task/dialogue-generation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/ad745387-1dbb-4f42-a482-5ebd1f80e5ac.jpg"> <span>Dialogue Generation</span> </span> </a> <a href="/task/recipe-generation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Recipe Generation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/reference-aware-language-models" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/reference-aware-language-models#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/semantic-parsing-with-semi-supervised"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1609.09315.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/semantic-parsing-with-semi-supervised">Semantic Parsing with Semi-Supervised Sequential Autoencoders</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/semantic-parsing-with-semi-supervised#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2016-11"> EMNLP 2016 </a> </span> • <span class="author-span "> <a href="/author/tomas-kocisky-1">Tomáš Kočiský</a></span>, <span class="author-span "> <a href="/author/gabor-melis-1">Gábor Melis</a></span>, <span class="author-span "> <a href="/author/edward-grefenstette">Edward Grefenstette</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span>, <span class="author-span "> <a href="/author/karl-moritz-hermann">Karl Moritz Hermann</a></span> </p> <p class="item-strip-abstract">We present a novel semi-supervised approach for sequence transduction and apply it to semantic parsing.</p> <div class="sota"> </div> <p> <a href="/task/semantic-parsing"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Semantic Parsing</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/semantic-parsing-with-semi-supervised" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/semantic-parsing-with-semi-supervised#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/neural-network-based-abstract-generation-for"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1606.02785.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/neural-network-based-abstract-generation-for">Neural Network-Based Abstract Generation for Opinions and Arguments</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/neural-network-based-abstract-generation-for#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/naacl-2016-6"> NAACL 2016 </a> </span> • <span class="author-span "> <a href="/author/lu-wang">Lu Wang</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span> </p> <p class="item-strip-abstract">We study the problem of generating abstractive summaries for opinionated text.</p> <div class="sota"> </div> <p> <a href="/task/extractive-summarization"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Extractive Summarization</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/neural-network-based-abstract-generation-for" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/neural-network-based-abstract-generation-for#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/mining-parallel-corpora-from-sina-weibo-and"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/66607.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/mining-parallel-corpora-from-sina-weibo-and">Mining Parallel Corpora from Sina Weibo and Twitter</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/mining-parallel-corpora-from-sina-weibo-and#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/cl-2016-6"> CL 2016 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lu-i-s-marujo">Lu{\'\i}s Marujo</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/mining-parallel-corpora-from-sina-weibo-and" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/mining-parallel-corpora-from-sina-weibo-and#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/inesc-id-at-semeval-2016-task-4-a-reducing"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/69315.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/inesc-id-at-semeval-2016-task-4-a-reducing">INESC-ID at SemEval-2016 Task 4-A: Reducing the Problem of Out-of-Embedding Words</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/inesc-id-at-semeval-2016-task-4-a-reducing#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/semeval-2016-6"> SEMEVAL 2016 </a> </span> • <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span "> <a href="/author/ramon-astudillo">Ramon Astudillo</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/m-a-rio-j-silva">M{\'a}rio J. Silva</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/feature-engineering"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Feature Engineering</span> </span> </a> <a href="/task/twitter-sentiment-analysis"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000571-38bd0198.jpg"> <span>Twitter Sentiment Analysis</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/inesc-id-at-semeval-2016-task-4-a-reducing#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/inesc-id-at-semeval-2016-task-4-a-reducing" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/inesc-id-at-semeval-2016-task-4-a-reducing#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/learning-the-curriculum-with-bayesian"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1605.03852.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/learning-the-curriculum-with-bayesian">Learning the Curriculum with Bayesian Optimization for Task-Specific Word Representation Learning</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/learning-the-curriculum-with-bayesian#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/acl-2016-8"> ACL 2016 </a> </span> • <span class="author-span "> <a href="/author/yulia-tsvetkov">Yulia Tsvetkov</a></span>, <span class="author-span "> <a href="/author/manaal-faruqui">Manaal Faruqui</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/brian-macwhinney">Brian MacWhinney</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">We use Bayesian optimization to learn curricula for word representation learning, optimizing performance on downstream tasks that depend on the learned representations as features.</p> <div class="sota"> </div> <p> <a href="/task/bayesian-optimization"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Bayesian Optimization</span> </span> </a> <a href="/task/representation-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000228-3131cfbf_nx72Tly.jpg"> <span>Representation Learning</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/learning-the-curriculum-with-bayesian" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/learning-the-curriculum-with-bayesian#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/latent-predictor-networks-for-code-generation"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1603.06744.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/latent-predictor-networks-for-code-generation">Latent Predictor Networks for Code Generation</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/latent-predictor-networks-for-code-generation#code">2 code implementations</a> • <span class="item-conference-link"> <a href="/conference/acl-2016-8"> ACL 2016 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/edward-grefenstette">Edward Grefenstette</a></span>, <span class="author-span "> <a href="/author/karl-moritz-hermann">Karl Moritz Hermann</a></span>, <span class="author-span "> <a href="/author/tomas-kocisky-1">Tomáš Kočiský</a></span>, <span class="author-span "> <a href="/author/andrew-senior">Andrew Senior</a></span>, <span class="author-span "> <a href="/author/fumin-wang">Fumin Wang</a></span>, <span class="author-span "> <a href="/author/phil-blunsom">Phil Blunsom</a></span> </p> <p class="item-strip-abstract">Many language generation tasks require the production of text conditioned on both structured and unstructured inputs.</p> <div class="sota"> <p> <a href="/sota/code-generation-on-django"> <img style="height:20px;width:35px;position:relative;top:1px;" src="https://production-media.paperswithcode.com/sota-thumbs/code-generation-on-django-small_cbc4f120.png"/> </a> Ranked #10 on <a href="/sota/code-generation-on-django"> Code Generation on Django </a> </p> </div> <p> <a href="/task/card-games"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000001106-44e2fe75.jpg"> <span>Card Games</span> </span> </a> <a href="/task/code-generation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/658fcf6a-52ca-4865-b111-28bf61c346dc.jpg"> <span>Code Generation</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/latent-predictor-networks-for-code-generation#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 243</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/latent-predictor-networks-for-code-generation" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/latent-predictor-networks-for-code-generation#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/character-based-neural-machine-translation-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1511.04586.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/character-based-neural-machine-translation-1">Character-based Neural Machine Translation</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/character-based-neural-machine-translation-1#code">no code implementations</a> • <span class="author-name-text item-date-pub">14 Nov 2015</span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span> </p> <p class="item-strip-abstract">We introduce a neural machine translation model that views the input and output sentences as sequences of characters rather than words.</p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a href="/task/translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Translation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/character-based-neural-machine-translation-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/character-based-neural-machine-translation-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/evaluation-of-word-vector-representations-by"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/96873.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/evaluation-of-word-vector-representations-by">Evaluation of Word Vector Representations by Subspace Alignment</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/evaluation-of-word-vector-representations-by#code">1 code implementation</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2015-9"> EMNLP 2015 </a> </span> • <span class="author-span "> <a href="/author/yulia-tsvetkov">Yulia Tsvetkov</a></span>, <span class="author-span "> <a href="/author/manaal-faruqui">Manaal Faruqui</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/guillaume-lample">Guillaume Lample</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/chunking"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Chunking</span> </span> </a> <a href="/task/named-entity-recognition-ner"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000008-1eee4fae_Kb2RSZl.jpg"> <span>Named Entity Recognition (NER)</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/evaluation-of-word-vector-representations-by#tasks"> <span class="badge badge-primary"> <b>+2</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 75</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/evaluation-of-word-vector-representations-by" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/evaluation-of-word-vector-representations-by#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/not-all-contexts-are-created-equal-better"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/96791.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/not-all-contexts-are-created-equal-better">Not All Contexts Are Created Equal: Better Word Representations with Variable Attention</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/not-all-contexts-are-created-equal-better#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2015-9"> EMNLP 2015 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/yulia-tsvetkov">Yulia Tsvetkov</a></span>, <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span "> <a href="/author/ferm">Ferm</a></span>, <span class="author-span "> <a href="/author/ram-o-n-ez">Ram{\'o}n ez</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span>, <span class="author-span "> <a href="/author/chu-cheng-lin">Chu-Cheng Lin</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/dependency-parsing"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Dependency Parsing</span> </span> </a> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/not-all-contexts-are-created-equal-better#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/not-all-contexts-are-created-equal-better" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/not-all-contexts-are-created-equal-better#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/finding-function-in-form-compositional-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1508.02096.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/finding-function-in-form-compositional-1">Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/finding-function-in-form-compositional-1#code">1 code implementation</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2015-9"> EMNLP 2015 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/tiago-luis-1">Tiago Luís</a></span>, <span class="author-span "> <a href="/author/luis-marujo-1">Luís Marujo</a></span>, <span class="author-span "> <a href="/author/ramon-fernandez-astudillo-1">Ramón Fernandez Astudillo</a></span>, <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract">We introduce a model for constructing vector representations of words by composing characters using bidirectional LSTMs.</p> <div class="sota"> <p> <a href="/sota/part-of-speech-tagging-on-penn-treebank"> <img style="height:20px;width:35px;position:relative;top:1px;" src="https://production-media.paperswithcode.com/sota-thumbs/part-of-speech-tagging-on-penn-treebank-small_f56df086.png"/> </a> Ranked #4 on <a href="/sota/part-of-speech-tagging-on-penn-treebank"> Part-Of-Speech Tagging on Penn Treebank </a> </p> </div> <p> <a href="/task/language-modeling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Language Modeling</span> </span> </a> <a href="/task/language-modelling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000267-8df06634.jpg"> <span>Language Modelling</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/finding-function-in-form-compositional-1#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 92</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/finding-function-in-form-compositional-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/finding-function-in-form-compositional-1#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/privacy-preserving-multi-document"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1508.01420.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/privacy-preserving-multi-document">Privacy-Preserving Multi-Document Summarization</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/privacy-preserving-multi-document#code">no code implementations</a> • <span class="author-name-text item-date-pub">6 Aug 2015</span> • <span class="author-span "> <a href="/author/luis-marujo-1">Luís Marujo</a></span>, <span class="author-span "> <a href="/author/jose-portelo">José Portêlo</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/david-martins-de-matos">David Martins de Matos</a></span>, <span class="author-span "> <a href="/author/joao-p-neto-1">João P. Neto</a></span>, <span class="author-span "> <a href="/author/anatole-gershman">Anatole Gershman</a></span>, <span class="author-span "> <a href="/author/jaime-carbonell">Jaime Carbonell</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span>, <span class="author-span "> <a href="/author/bhiksha-raj">Bhiksha Raj</a></span> </p> <p class="item-strip-abstract">State-of-the-art extractive multi-document summarization systems are usually designed without any concern about privacy issues, meaning that all documents are open to third parties.</p> <div class="sota"> </div> <p> <a href="/task/document-summarization"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Document Summarization</span> </span> </a> <a href="/task/multi-document-summarization"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Multi-Document Summarization</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/privacy-preserving-multi-document#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/privacy-preserving-multi-document" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/privacy-preserving-multi-document#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/automatic-keyword-extraction-on-twitter"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/94029.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/automatic-keyword-extraction-on-twitter">Automatic Keyword Extraction on Twitter</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/automatic-keyword-extraction-on-twitter#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/ijcnlp-2015-7"> IJCNLP 2015 </a> </span> • <span class="author-span "> <a href="/author/lu-i-s-marujo">Lu{\'\i}s Marujo</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span>, <span class="author-span "> <a href="/author/anatole-gershman">Anatole Gershman</a></span>, <span class="author-span "> <a href="/author/david-martins-de-matos">David Martins de Matos</a></span>, <span class="author-span "> <a href="/author/jo-a-o-neto">Jo{\~a}o Neto</a></span>, <span class="author-span "> <a href="/author/jaime-carbonell">Jaime Carbonell</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/information-retrieval"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000001451-80b2d378.jpg"> <span>Information Retrieval</span> </span> </a> <a href="/task/keyword-extraction"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Keyword Extraction</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/automatic-keyword-extraction-on-twitter#tasks"> <span class="badge badge-primary"> <b>+6</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/automatic-keyword-extraction-on-twitter" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/automatic-keyword-extraction-on-twitter#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/learning-word-representations-from-scarce-and"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/93853.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/learning-word-representations-from-scarce-and">Learning Word Representations from Scarce and Noisy Data with Embedding Subspaces</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/learning-word-representations-from-scarce-and#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/ijcnlp-2015-7"> IJCNLP 2015 </a> </span> • <span class="author-span "> <a href="/author/ramon-astudillo">Ramon Astudillo</a></span>, <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/m-a-rio-silva">M{\'a}rio Silva</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/part-of-speech-tagging"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Part-Of-Speech Tagging</span> </span> </a> <a href="/task/twitter-sentiment-analysis"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000571-38bd0198.jpg"> <span>Twitter Sentiment Analysis</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/learning-word-representations-from-scarce-and#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/learning-word-representations-from-scarce-and" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/learning-word-representations-from-scarce-and#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/inesc-id-a-regression-model-for-large-scale"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/96126.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/inesc-id-a-regression-model-for-large-scale">INESC-ID: A Regression Model for Large Scale Twitter Sentiment Lexicon Induction</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/inesc-id-a-regression-model-for-large-scale#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/semeval-2015-6"> SEMEVAL 2015 </a> </span> • <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span "> <a href="/author/ramon-astudillo">Ramon Astudillo</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/bruno-martins">Bruno Martins</a></span>, <span class="author-span "> <a href="/author/mario-j-silva">Mario J. Silva</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/regression-1"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>regression</span> </span> </a> <a href="/task/twitter-sentiment-analysis"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000571-38bd0198.jpg"> <span>Twitter Sentiment Analysis</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/inesc-id-a-regression-model-for-large-scale#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/inesc-id-a-regression-model-for-large-scale" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/inesc-id-a-regression-model-for-large-scale#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/inesc-id-sentiment-analysis-without-hand"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/96133.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/inesc-id-sentiment-analysis-without-hand">INESC-ID: Sentiment Analysis without Hand-Coded Features or Linguistic Resources using Embedding Subspaces</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/inesc-id-sentiment-analysis-without-hand#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/semeval-2015-6"> SEMEVAL 2015 </a> </span> • <span class="author-span "> <a href="/author/ramon-astudillo">Ramon Astudillo</a></span>, <span class="author-span "> <a href="/author/silvio-amir">Silvio Amir</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/bruno-martins">Bruno Martins</a></span>, <span class="author-span "> <a href="/author/mario-j-silva">Mario J. Silva</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/feature-engineering"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Feature Engineering</span> </span> </a> <a href="/task/twitter-sentiment-analysis"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000571-38bd0198.jpg"> <span>Twitter Sentiment Analysis</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/inesc-id-sentiment-analysis-without-hand#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/inesc-id-sentiment-analysis-without-hand" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/inesc-id-sentiment-analysis-without-hand#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/transition-based-dependency-parsing-with-2"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1505.08075.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/transition-based-dependency-parsing-with-2">Transition-Based Dependency Parsing with Stack Long Short-Term Memory</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/transition-based-dependency-parsing-with-2#code">7 code implementations</a> • <span class="item-conference-link"> <a href="/conference/ijcnlp-2015-7"> IJCNLP 2015 </a> </span> • <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/miguel-ballesteros">Miguel Ballesteros</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/austin-matthews">Austin Matthews</a></span>, <span class="author-span "> <a href="/author/noah-a-smith">Noah A. Smith</a></span> </p> <p class="item-strip-abstract">We propose a technique for learning representations of parser states in transition-based dependency parsers.</p> <div class="sota"> </div> <p> <a href="/task/transition-based-dependency-parsing"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Transition-Based Dependency Parsing</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 273</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/transition-based-dependency-parsing-with-2" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/transition-based-dependency-parsing-with-2#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/twotoo-simple-adaptations-of-word2vec-for"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/95525.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/twotoo-simple-adaptations-of-word2vec-for">Two/Too Simple Adaptations of Word2Vec for Syntax Problems</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/twotoo-simple-adaptations-of-word2vec-for#code">1 code implementation</a> • <span class="item-conference-link"> <a href="/conference/hlt-2015-5"> HLT 2015 </a> </span> • <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/dependency-parsing"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Dependency Parsing</span> </span> </a> <a href="/task/language-modelling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000267-8df06634.jpg"> <span>Language Modelling</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/twotoo-simple-adaptations-of-word2vec-for#tasks"> <span class="badge badge-primary"> <b>+3</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary"><span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 210</span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/twotoo-simple-adaptations-of-word2vec-for" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/twotoo-simple-adaptations-of-word2vec-for#code" class="badge badge-dark "> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/crowdsourcing-high-quality-parallel-data"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/99303.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/crowdsourcing-high-quality-parallel-data">Crowdsourcing High-Quality Parallel Data Extraction from Twitter</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/crowdsourcing-high-quality-parallel-data#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/ws-2014-6"> WS 2014 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/lu-i-s-marujo">Lu{\'\i}s Marujo</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a href="/task/high"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Vocal Bursts Intensity Prediction</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/crowdsourcing-high-quality-parallel-data#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/crowdsourcing-high-quality-parallel-data" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/crowdsourcing-high-quality-parallel-data#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/linguistic-evaluation-of-support-verb"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/102697.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/linguistic-evaluation-of-support-verb">Linguistic Evaluation of Support Verb Constructions by OpenLogos and Google Translate</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/linguistic-evaluation-of-support-verb#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/lrec-2014-5"> LREC 2014 </a> </span> • <span class="author-span "> <a href="/author/anabela-barreiro">Anabela Barreiro</a></span>, <span class="author-span "> <a href="/author/johanna-monti">Johanna Monti</a></span>, <span class="author-span "> <a href="/author/brigitte-orliac">Brigitte Orliac</a></span>, <span class="author-span "> <a href="/author/susanne-preu-ss">Susanne Preu{\ss}</a></span>, <span class="author-span "> <a href="/author/kutz-arrieta">Kutz Arrieta</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/fern-batista">Fern Batista</a></span>, <span class="author-span "> <a href="/author/o">o</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract">This paper presents a systematic human evaluation of translations of English support verb constructions produced by a rule-based machine translation (RBMT) system (OpenLogos) and a statistical machine translation (SMT) system (Google Translate) for five languages: French, German, Italian, Portuguese and Spanish.</p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a href="/task/translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Translation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/linguistic-evaluation-of-support-verb" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/linguistic-evaluation-of-support-verb#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/dual-subtitles-as-parallel-corpora"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/102658.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/dual-subtitles-as-parallel-corpora">Dual Subtitles as Parallel Corpora</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/dual-subtitles-as-parallel-corpora#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/lrec-2014-5"> LREC 2014 </a> </span> • <span class="author-span "> <a href="/author/shikun-zhang">Shikun Zhang</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract">In this paper, we leverage the existence of dual subtitles as a source of parallel data.</p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> <a href="/task/sentence"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Sentence</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/dual-subtitles-as-parallel-corpora#tasks"> <span class="badge badge-primary"> <b>+2</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/dual-subtitles-as-parallel-corpora" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/dual-subtitles-as-parallel-corpora#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/paraphrasing-4-microblog-normalization"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/97178.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/paraphrasing-4-microblog-normalization">Paraphrasing 4 Microblog Normalization</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/paraphrasing-4-microblog-normalization#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2013-10"> EMNLP 2013 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-w-black-2">Alan W. black</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/paraphrasing-4-microblog-normalization" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/paraphrasing-4-microblog-normalization#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/microblogs-as-parallel-corpora"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/94463.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/microblogs-as-parallel-corpora">Microblogs as Parallel Corpora</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/microblogs-as-parallel-corpora#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/acl-2013-8"> ACL 2013 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/guang-xiang">Guang Xiang</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span>, <span class="author-span "> <a href="/author/alan-black">Alan Black</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/microblogs-as-parallel-corpora" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/microblogs-as-parallel-corpora#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/the-cmu-machine-translation-systems-at-wmt-1"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/100174.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/the-cmu-machine-translation-systems-at-wmt-1">The CMU Machine Translation Systems at WMT 2013: Syntax, Synthetic Translation Options, and Pseudo-References</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/the-cmu-machine-translation-systems-at-wmt-1#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/ws-2013-8"> WS 2013 </a> </span> • <span class="author-span "> <a href="/author/waleed-ammar">Waleed Ammar</a></span>, <span class="author-span "> <a href="/author/victor-chahuneau">Victor Chahuneau</a></span>, <span class="author-span "> <a href="/author/michael-denkowski">Michael Denkowski</a></span>, <span class="author-span "> <a href="/author/greg-hanneman">Greg Hanneman</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/austin-matthews">Austin Matthews</a></span>, <span class="author-span "> <a href="/author/kenton-murray">Kenton Murray</a></span>, <span class="author-span "> <a href="/author/nicola-segall">Nicola Segall</a></span>, <span class="author-span "> <a href="/author/alon-lavie">Alon Lavie</a></span>, <span class="author-span "> <a href="/author/chris-dyer">Chris Dyer</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/language-modelling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000267-8df06634.jpg"> <span>Language Modelling</span> </span> </a> <a href="/task/translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Translation</span> </span> </a> <a style="position: relative; top: -2px;" href="/paper/the-cmu-machine-translation-systems-at-wmt-1#tasks"> <span class="badge badge-primary"> <b>+1</b> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/the-cmu-machine-translation-systems-at-wmt-1" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/the-cmu-machine-translation-systems-at-wmt-1#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/recognition-of-named-event-passages-in-news"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/1306.4908.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/recognition-of-named-event-passages-in-news">Recognition of Named-Event Passages in News Articles</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/recognition-of-named-event-passages-in-news#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/coling-2012-12"> COLING 2012 </a> </span> • <span class="author-span "> <a href="/author/luis-marujo">Luis Marujo</a></span>, <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/anatole-gershman">Anatole Gershman</a></span>, <span class="author-span "> <a href="/author/jaime-carbonell">Jaime Carbonell</a></span>, <span class="author-span "> <a href="/author/joao-p-neto-1">João P. Neto</a></span>, <span class="author-span "> <a href="/author/david-matos">David Matos</a></span> </p> <p class="item-strip-abstract">We extend the concept of Named Entities to Named Events - commonly occurring events such as battles and earthquakes.</p> <div class="sota"> </div> <p> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/recognition-of-named-event-passages-in-news" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/recognition-of-named-event-passages-in-news#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/improving-relative-entropy-pruning-using"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/102170.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/improving-relative-entropy-pruning-using">Improving Relative-Entropy Pruning using Statistical Significance</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/improving-relative-entropy-pruning-using#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/coling-2012-12"> COLING 2012 </a> </span> • <span class="author-span author-matched"> <a href="/author/wang-ling">Wang Ling</a></span>, <span class="author-span "> <a href="/author/nadi-tomeh">Nadi Tomeh</a></span>, <span class="author-span "> <a href="/author/guang-xiang">Guang Xiang</a></span>, <span class="author-span "> <a href="/author/isabel-trancoso">Isabel Trancoso</a></span>, <span class="author-span "> <a href="/author/alan-black">Alan Black</a></span> </p> <p class="item-strip-abstract"></p> <div class="sota"> </div> <p> <a href="/task/machine-translation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000257-2b560008_M7RFnV9.jpg"> <span>Machine Translation</span> </span> </a> </p> </div> <div class="col-lg-3 item-interact text-center"> <div class="entity-stars"> <span class="badge badge-secondary" style="border:none;background-color:transparent"> </span> </div> <div class="entity" style="margin-bottom: 20px;"> <a href="/paper/improving-relative-entropy-pruning-using" class="badge badge-light "> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> Paper </a> <br/> <a href="/paper/improving-relative-entropy-pruning-using#code" class="badge badge-dark badge-nocode "> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add Code </a> <br/> </div> </div> </div> </div> </div> <div class="row infinite-item item paper-card">  <div class="col-lg-3 item-image-col"> <a href="/paper/entropy-based-pruning-for-phrase-based"> <div class="item-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/paper/97464.jpg');"> </div> </a> </div> <div class="col-lg-9 item-col"> <div class="row"> <div class="col-lg-9 item-content"> <h1><a href="/paper/entropy-based-pruning-for-phrase-based">Entropy-based Pruning for Phrase-based Machine Translation</a></h1> <p class="author-section" style="padding-top:2px"> <a href="/paper/entropy-based-pruning-for-phrase-based#code">no code implementations</a> • <span class="item-conference-link"> <a href="/conference/emnlp-2012-7"> EMNLP 2012 </a> </span> • <span class="author-span author-matched"> <a 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