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style="color:grey;">Trackbacks</span></h1> <p>Trackbacks indicate external web sites that link to articles in arXiv.org. Trackbacks do not reflect the opinion of arXiv.org and may not reflect the opinions of that article's authors.</p> </div> <div class="column guide is-three-fifths"> <h2 style="margin:0;">Trackback guide</h2> <div style="font-size: smaller; margin-top: 2em;"> <p>By sending a <a href="https://info.arxiv.org/help/trackback.html">trackback</a>, you can notify arXiv.org that you have created a web page that references a paper. Popular blogging software supports trackback: you can send us a trackback about this paper by giving your software the following <em>trackback URL:</em></p> <blockquote>https://arxiv.org/trackback/{arXiv_id}</blockquote> <p>Some blogging software supports <em>trackback autodiscovery</em> -- in this case, your software will automatically send a trackback as soon as your create a link to our abstract page. See our <a href="https://info.arxiv.org/help/trackback.html">trackback help page</a> for more information.</p> </div> <script type="text/javascript" language="javascript">mathjaxToggle();</script> </div> </div> <div class="large-data-list bold-divided-list trackback-styles"> <h2 class="trackback-heading">Trackbacks for <a href="/abs/1508.04025">1508.04025</a></h2> <h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1841239/77842f4b4">Graph Neural Networks: a learning journey since 2008 -- Graph Attention Networks</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1841239/77842f4b4">towardsdatascience.com/grap...</a> ] <small>trackback posted Mon, 28 Feb 2022 12:31:19 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1831487/1a2ac1e2f">Biomedical Image Segmentation: Attention U-Net</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1831487/1a2ac1e2f">towardsdatascience.com/biom...</a> ] <small>trackback posted Sun, 8 Dec 2019 16:04:54 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1828922/e1469d811">Evolution of Machine Translation</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1828922/e1469d811">towardsdatascience.com/evol...</a> ] <small>trackback posted Tue, 4 Jun 2019 10:56:22 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1828804/2f5637929">Neural Machine Translation</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1828804/2f5637929">towardsdatascience.com/neur...</a> ] <small>trackback posted Mon, 3 Jun 2019 22:52:04 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1827365/04fc12e8c">Attention-based Neural Machine Translation</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1827365/04fc12e8c">towardsdatascience.com/atte...</a> ] <small>trackback posted Sat, 9 Mar 2019 18:59:24 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1826494/6748fc130">Attn: Illustrated Attention</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1826494/6748fc130">towardsdatascience.com/attn...</a> ] <small>trackback posted Sun, 20 Jan 2019 13:27:50 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1826991/bb2800ba3">Attention Seq2Seq with PyTorch: learning to invert a sequence</a> </h3> <p class="trackback-source"> [ Towards Data Science - Medium@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1826991/bb2800ba3">towardsdatascience.com/atte...</a> ] <small>trackback posted Thu, 29 Nov 2018 15:51:52 UTC</small> </p><h3 class="trackback-title"> <a class="mathjax" rel="external nofollow" href="/tb/redirect/1827550/41ce1e147">Visualizing A Neural Machine Translation Model (Mechanics of Seq2seq Models With Attention)</a> </h3> <p class="trackback-source"> [ Jay Alammar@ <a class="mathjax" rel="external nofollow" href="/tb/redirect/1827550/41ce1e147">jalammar.github.io/visualiz...</a> ] <small>trackback posted Wed, 9 May 2018 00:00:00 UTC</small> </p> </div> <div id="metadata_list" class="large-data-list trackback-styles"> <h4 class="accordion-head">Click to view metadata for 1508.04025</h4> <div class="accordion-body"><blockquote><link rel="stylesheet" type="text/css" href="https://static.arxiv.org/static/base/1.0.1/css/abs.css"> <div id="content-inner"> <div id="abs"> <div class="dateline"> [Submitted on 17 Aug 2015 (<a href="https://arxiv.org/abs/1508.04025v1">v1</a>), last revised 20 Sep 2015 (this version, v5)]</div> <h1 class="title mathjax"><span class="descriptor">Title:</span>Effective Approaches to Attention-based Neural Machine Translation</h1> <div class="authors"><span class="descriptor">Authors:</span><a href="https://arxiv.org/search/cs?searchtype=author&query=Luong,+M">Minh-Thang Luong</a>, <a href="https://arxiv.org/search/cs?searchtype=author&query=Pham,+H">Hieu Pham</a>, <a href="https://arxiv.org/search/cs?searchtype=author&query=Manning,+C+D">Christopher D. Manning</a></div> <blockquote class="abstract mathjax"> <span class="descriptor">Abstract:</span> </blockquote>  <div class="metatable"> <table summary="Additional metadata"> <tr> <td class="tablecell label">Comments:</td> <td class="tablecell comments mathjax">11 pages, 7 figures, EMNLP 2015 camera-ready version, more training details</td> </tr> <tr> <td class="tablecell label">Subjects:</td> <td class="tablecell subjects"> <span class="primary-subject">Computation and Language (cs.CL)</span></td> </tr><tr> <td class="tablecell label">Cite as:</td> <td class="tablecell arxivid"><span class="arxivid"><a href="https://arxiv.org/abs/1508.04025">arXiv:1508.04025</a> [cs.CL]</span></td> </tr> <tr> <td class="tablecell label"> </td> <td class="tablecell arxividv">(or <span class="arxivid"> <a href="https://arxiv.org/abs/1508.04025v5">arXiv:1508.04025v5</a> [cs.CL]</span> for this version) </td> </tr> </table> </div> </div> </div> </blockquote></div> </div> <script type="text/javascript"> // vanilla accordion script var jsaccordion = { init : function (target) { // initialize the accordion var headers = document.querySelectorAll("#" + target + " .accordion-head"); if (headers.length > 0) { for (var head of headers) { head.addEventListener("click", jsaccordion.select); }} }, select : function () { // fired when user clicks on a header var contents = this.nextElementSibling; contents.classList.toggle("open"); var contents = this; contents.classList.toggle("open"); } }; // runs on page load. 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