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src="https://unbabel.com/wp-content/uploads/2024/05/awards.svg" alt="" height="auto" width="auto" class="mx-auto object-contain w-14 max-w-14 md:w-32 md:max-w-32 z-5"></noscript><p class="text-sm font-semibold text-blue-2 mt-4 z-5">Awards</p></div> </a> <a class="box-large__outer relative " href="#unbabel-research-publications" target="" title="" ><div class="box-large-icon box-large-icon__front rounded-lg p-2 m-4 shadow-lg relative" style="background-color: #dceeeb;"><div class="box-large-icon__overlay" style=""></div> <img decoding="async" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/publications.svg" alt="" height="auto" width="auto" class="lazy lazy-hidden mx-auto object-contain w-14 max-w-14 md:w-32 md:max-w-32 z-5"><noscript><img decoding="async" src="https://unbabel.com/wp-content/uploads/2024/05/publications.svg" alt="" height="auto" width="auto" class="mx-auto object-contain w-14 max-w-14 md:w-32 md:max-w-32 z-5"></noscript><p class="text-sm font-semibold text-blue-2 mt-4 z-5">Publications</p></div> </a></div></div></div> <script type="litespeed/javascript">document.addEventListener("DOMContentLiteSpeedLoaded",function(){const scrollableBlocks=document.querySelectorAll(".scrollable-text-image-block");const scrollTop=document.querySelector(".scroll__button");scrollTop.style.opacity=0;if(scrollableBlocks){const observerScroll=new IntersectionObserver(function(entries){const hasActiveBlock=Array.from(scrollableBlocks).some(block=>{return entries.some(entry=>entry.target===block&&entry.isIntersecting)});if(hasActiveBlock){scrollTop.classList.add("active__scroll-top");scrollTop.style.opacity=1}else{scrollTop.classList.remove("active__scroll-top");scrollTop.style.opacity=0}},{threshold:[0,0.8]});scrollableBlocks.forEach(block=>{observerScroll.observe(block)})}})</script> <script type="litespeed/javascript">$(document).ready(function(){function isMobileDevice(){return(typeof window.orientation!=="undefined")||(navigator.userAgent.indexOf('IEMobile')!==-1)};if(isMobileDevice()){if($('.flip').length){const aElements=$('.box-large__outer');aElements.on('click',function(e){if($(this).hasClass('touched')){$(this).removeClass('touched')}else{$(this).addClass('touched');e.preventDefault()}})}}})</script> <div id="block_e3b27190c3d29da77c333ef02a9b1a56" class=" unbabel-block team-block overflow-hidden bg-white relative py-8 lg:py-16 px-4 first:pt-28" style=""><div class="container mx-auto flex md:space-x-8 flex-col lg:flex-row relative"><div class="team-info flex-0 lg:w-4/12"><p class="text-blue-1 dark:text-white text-xs md:text-sm font-semibold mb-4 md:mb-6"> Leading voices in the field</p><h2 class="text-blue-2 dark:text-white text-lg md:text-xl font-semibold mb-8"> Our research team is changing the way humans communicate</h2></div><ul id="team-members-wrapper" class="team-members lg:w-8/12 flex flex-wrap mt-8 lg:mt-0 items-baseline justify-center mx-auto"><li class="team-member px-3 mb-8 flex flex-col items-start w-6/12 md:4/12 lg:3/12 max-w-40 cursor-pointer js-team-member" data-member_id="0"> <img decoding="async" class="lazy lazy-hidden rounded max-w-36" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2023/12/joao-graca-1.jpg" alt="João Graça, Co-Founder and Chief Technology Officer at Unbabel"><noscript><img decoding="async" class="rounded max-w-36" src="https://unbabel.com/wp-content/uploads/2023/12/joao-graca-1.jpg" alt="João Graça, Co-Founder and Chief Technology Officer at Unbabel"></noscript><p class="text-sm font-semibold text-blue-2 my-3"> João Graça</p><p class="text-sm text-opacity-75 text-gray-1 mb-4"> Co-Founder and Chief Technology Officer</p></li><li class="team-member px-3 mb-8 flex flex-col items-start w-6/12 md:4/12 lg:3/12 max-w-40 cursor-pointer js-team-member" data-member_id="1"> <img decoding="async" class="lazy lazy-hidden rounded max-w-36" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2021/04/andre-martins.jpg" alt=""><noscript><img decoding="async" class="rounded max-w-36" src="https://unbabel.com/wp-content/uploads/2021/04/andre-martins.jpg" alt=""></noscript><p class="text-sm font-semibold text-blue-2 my-3"> André Martins</p><p class="text-sm text-opacity-75 text-gray-1 mb-4"> VP of Research</p></li><li class="team-member px-3 mb-8 flex flex-col items-start w-6/12 md:4/12 lg:3/12 max-w-40 cursor-pointer js-team-member" data-member_id="2"> <img decoding="async" class="lazy lazy-hidden rounded max-w-36" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2021/04/paulo-dimas.jpg" alt=""><noscript><img decoding="async" class="rounded max-w-36" src="https://unbabel.com/wp-content/uploads/2021/04/paulo-dimas.jpg" alt=""></noscript><p class="text-sm font-semibold text-blue-2 my-3"> Paulo Dimas</p><p class="text-sm text-opacity-75 text-gray-1 mb-4"> VP of Product Innovation</p></li></ul><div class="team-modal max-h-vh-90 h-full overflow-y-auto md:w-4/12 fixed top-header right-0 transition transform origin-top-right px-8 pt-8 shadow-soft-left bg-white z-5 pb-header"> <button type="button" class="modal-toggle bg-white float-right rounded-md p-2 inline-flex items-center justify-center hover:text-gray-500 hover:bg-gray-100 focus:outline-none focus:ring-2 focus:ring-inset focus:ring-indigo-500"> <span class="sr-only">Close menu</span> <svg width="14" height="14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M14 1.41L12.59 0 7 5.59 1.41 0 0 1.41 5.59 7 0 12.59 1.41 14 7 8.41 12.59 14 14 12.59 8.41 7 14 1.41z" fill="currentColor"/></svg> </button><div class="team-modal-info divide-y-2 divide-blue-3 divide-opacity-30 hidden " data-modal_info_id="0" style="display: none;"><div class="flex flex-col"><p class="text-sm font-semibold text-blue-2 my-3"> João Graça,</p><p class="text-sm text-opacity-75 text-gray-1 mb-4"> Co-Founder and Chief Technology Officer</p></div><div class="pt-8"> João Graça is a co-founder, Chief Technology Officer, and computational genius behind Unbabel. Portuguese born, João studied computer science at doctorate level at one of Lisbon’s most well-respected technical universities, Instituto Superior Técnico de Lisboa. During his studies, he published a number of well-received papers on machine learning, computational research, and computational linguistics — all of which form the bedrock of Unbabel’s machine translation engine. After graduation, João worked with INESC-ID, developing research in natural language processing (NLP) and went on to do his postdoc in NLP at the University of Pennsylvania. João was awarded a Marie Curie, Welcome II Scholarship (2011), which he declined in favor of entrepreneurship. He worked with now Unbabel CEO, Vasco Pedro, together on the development of language learning algorithms and machine learning tools, plus held various research scientist roles before co-founding Unbabel in 2013.</div> <a href="https://www.linkedin.com/in/joao-v-graca/?originalSubdomain=pt" title="Linkedin profile link" target="_blank"> <svg xmlns="http://www.w3.org/2000/svg" class="mt-4" width="25" height="25"><path d="M12.5 0C19.4 0 25 5.6 25 12.5S19.4 25 12.5 25 0 19.4 0 12.5 5.6 0 12.5 0zM8.6 19.5V9.8H5.3v9.8h3.3zm11.7 0v-5.6c0-3-1.6-4.4-3.7-4.4-1.7 0-2.5.9-2.9 1.6V9.8h-3.2v9.8h3.2v-5.5c0-.3 0-.6.1-.8.2-.6.8-1.2 1.7-1.2 1.2 0 1.6.9 1.6 2.2v5.2h3.2zM7 5.1c-1.1 0-1.8.7-1.8 1.7 0 .9.7 1.7 1.8 1.7s1.8-.8 1.8-1.7c0-1-.7-1.7-1.8-1.7z" fill-rule="evenodd" clip-rule="evenodd" fill="#3843D0"></path> </svg> </a></div><div class="team-modal-info divide-y-2 divide-blue-3 divide-opacity-30 hidden " data-modal_info_id="1" style="display: none;"><div class="flex flex-col"><p class="text-sm font-semibold text-blue-2 my-3"> André Martins,</p><p class="text-sm text-opacity-75 text-gray-1 mb-4"> VP of Research</p></div><div class="pt-8"> André Martins is the VP of AI Research at Unbabel, an Associate Professor at IST, and a researcher at IT. He received a dual-degree PhD (2012) in Language Technologies from Carnegie Mellon University and IST. His PhD thesis received an Honorable Mention in CMU’s SCS Dissertation Award and the Portuguese IBM Scientific Prize. His research interests include natural language processing (NLP), ML, structured prediction, and sparse modeling, in particular the use of sparse attention mechanisms to induce interpretability in deep learning systems. He co-founded and co-organizes the Lisbon Machine Learning School (LxMLS 2011–2019). He received a best paper award at ACL 2009 and a best system demonstration paper award at ACL 2019. A. Martins recently won an ERC starting grant for his DeepSPIN project (2018-23), whose goal is to develop new deep learning models and algorithms for structured prediction, for NLP applications.</div> <a href="https://www.linkedin.com/in/andre-martins-31476745/" title="Linkedin profile link" target="_blank"> <svg xmlns="http://www.w3.org/2000/svg" class="mt-4" width="25" height="25"><path d="M12.5 0C19.4 0 25 5.6 25 12.5S19.4 25 12.5 25 0 19.4 0 12.5 5.6 0 12.5 0zM8.6 19.5V9.8H5.3v9.8h3.3zm11.7 0v-5.6c0-3-1.6-4.4-3.7-4.4-1.7 0-2.5.9-2.9 1.6V9.8h-3.2v9.8h3.2v-5.5c0-.3 0-.6.1-.8.2-.6.8-1.2 1.7-1.2 1.2 0 1.6.9 1.6 2.2v5.2h3.2zM7 5.1c-1.1 0-1.8.7-1.8 1.7 0 .9.7 1.7 1.8 1.7s1.8-.8 1.8-1.7c0-1-.7-1.7-1.8-1.7z" fill-rule="evenodd" clip-rule="evenodd" fill="#3843D0"></path> </svg> </a></div><div class="team-modal-info divide-y-2 divide-blue-3 divide-opacity-30 hidden " data-modal_info_id="2" style="display: none;"><div class="flex flex-col"><p class="text-sm font-semibold text-blue-2 my-3"> Paulo Dimas,</p><p class="text-sm text-opacity-75 text-gray-1 mb-4"> VP of Product Innovation</p></div><div class="pt-8"> Paulo Dimas is the VP of Product Innovation at Unbabel, contributing to build the world’s translation layer by combining AI with a global community of human translators. Joining when Unbabel was a 12 people-strong team, Paulo has helped Unbabel’s growth through 3 series of funding, totalling $88 million, by creating new game-changing AI products. His passion for startups and products took him to co-found two startups and, at 14 years of age, develop and launch the first commercial product.</div></div></div></div></div><div id="block_376803385359530a32bb56512e8a2039" class=" unbabel-block simple-team-block overflow-hidden relative px-4 pt-0 pb-8 lg:pb-16 first:pt-28" style=""><div class="container mx-auto flex md:space-x-8 flex-col lg:flex-row relative"><ul id="team" class="simple-team-members flex flex-wrap mt-8 lg:mt-0 items-baseline justify-center mx-auto"><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="0"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2022/01/T04AMJHJX-U012S8NM3DL-2c8ee46af28a-512.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2022/01/T04AMJHJX-U012S8NM3DL-2c8ee46af28a-512.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> José Souza</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Staff AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="1"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Amin-Farajian-.jpeg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Amin-Farajian-.jpeg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> M. Amin Farajian</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="2"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2021/04/fabio-kepler.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2021/04/fabio-kepler.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Fabio Kepler</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="3"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Ricardo-Rei.jpg" alt="Ricardo Rei"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Ricardo-Rei.jpg" alt="Ricardo Rei"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Ricardo Rei</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="4"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Catarina-Farinha.jpeg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Catarina-Farinha.jpeg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Catarina Farinha</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> AI Research Manager</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="5"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Joao-Alves.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Joao-Alves.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> João Alves</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="6"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Daan-van-Stigt.jpg" alt="Daan van Stigt"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Daan-van-Stigt.jpg" alt="Daan van Stigt"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Daan van Stigt</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="7"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Maria-Ana-Henriques.jpeg" alt="Maria Ana Henriques"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Maria-Ana-Henriques.jpeg" alt="Maria Ana Henriques"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Maria Ana Henriques</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> R&D Project Manager</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="8"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Nuno-Andre.jpg" alt="Nuno André"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Nuno-Andre.jpg" alt="Nuno André"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Nuno André</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior Grants Coordinator</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="9"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Vera-Cabarrao.jpeg" alt="Vera Cabarrão"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Vera-Cabarrao.jpeg" alt="Vera Cabarrão"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Vera Cabarrão</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Quality Manager</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="10"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Marianna-Buchicchio.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Marianna-Buchicchio.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Marianna Buchicchio</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior Manager AI Quality</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="11"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Joao-Godinho.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Joao-Godinho.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> João Godinho</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Engineer</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="12"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Pedro-Mota.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Pedro-Mota.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Pedro Mota</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Engineer</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="13"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Nuno-Guerreiro.jpg" alt="Nuno Guerreiro"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Nuno-Guerreiro.jpg" alt="Nuno Guerreiro"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Nuno Guerreiro</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="14"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Jose-Pombal.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Jose-Pombal.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> José Pombal</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="15"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Pedro-Martins.jpg" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Pedro-Martins.jpg" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Pedro Martins</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior AI Research Scientist</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="16"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/05/Muhammad-Bilal1.jpg" alt="Muhammad Bilal"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/05/Muhammad-Bilal1.jpg" alt="Muhammad Bilal"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Muhammad Bilal</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Senior Backend Engineering Manager</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="17"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/11/ana-oliveira.png" alt="Ana Oliveira António, Junior Communications and Project Manager @ Unbabel"><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/11/ana-oliveira.png" alt="Ana Oliveira António, Junior Communications and Project Manager @ Unbabel"></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> Ana Oliveira António</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Junior Communications and Project Manager</p></li><li class="simple-team-member px-3 mb-8 flex flex-col items-start w-32 md:w-48" data-member_id="18"> <img decoding="async" class="lazy lazy-hidden rounded simple-team-member__image max-w-20" src="//unbabel.com/wp-content/plugins/a3-lazy-load/assets/images/lazy_placeholder.gif" data-lazy-type="image" data-src="https://unbabel.com/wp-content/uploads/2024/11/antonio-novais.png" alt=""><noscript><img decoding="async" class="rounded simple-team-member__image max-w-20" src="https://unbabel.com/wp-content/uploads/2024/11/antonio-novais.png" alt=""></noscript><p class="text-xs md:text-sm font-semibold text-blue-2 dark:text-white my-3"> António Novais</p><p class="text-xs md:text-sm text-opacity-75 text-gray-1 dark:text-gray-2 mb-4"> Junior Grants Coordinator</p></li></ul></div></div><div id="block_a3139423839f47bbf7b65fb0a3bb6e00" class=" unbabel-block columns-block relative bg-white text-center py-8 lg:py-16 px-4 first:pt-28" style=""><div class="container mx-auto relative"><div class="lg:w-8/12 mx-auto"><h2 class="text-blue-2 dark:text-white text-lg md:text-xl font-semibold mb-8"> Projects</h2></div><ul class="container mx-auto flex flex-wrap justify-center items-baseline -mb-16"><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Center for Responsible AI</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>The Center for Responsible AI is one of the largest centers dedicated to Responsible AI, bringing together ten startups, eight research centers, a law firm, and five industry leaders, that will collaborate to develop 21 innovative AI products leveraged by Responsible AI technologies such as equity, explainability, and sustainability. The center is co-funded by the Portuguese PRR.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="https://centerforresponsible.ai/" target="_blank" rel="noopener">Learn more</a><br /> <a class="mx-2" href="/wp-content/uploads/2024/01/PRR-paper.pdf" target="_blank" rel="noopener">Paper</a><br /> <a class="mx-2" href="https://www.forbespt.com/consorcio-portugues-de-startups-e-centros-de-investigacao-investe-78me-em-ia-responsavel/" target="_blank" rel="noopener">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> UTTER</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>UTTER – Unified Transcription and Translation for Extended Reality – is a collaborative Research and Innovation project funded under Horizon Europe that aims to leverage large language models to build the next generation of multimodal eXtended reality (XR) technologies for transcription, translation, summarisation, and minuting. UTTER’s use-case prototypes will cover (i) a personal assistant for meetings that can improve communication in the online world and (ii) an advanced customer service assistant to support global markets.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="https://he-utter.eu/" target="_blank" rel="noopener">Learn more</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> QUARTZ</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>QUARTZ (“Quality-Aware Machine Translation”) is a cutting edge research project funded by the ELISE Open Call to build Responsible MT for conversational data: high-quality MT to unlock new markets where critical MT errors can’t be tolerated.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/quartz/">Learn more</a><br /> <a class="hidden mx-2" href="#">Paper</a><br /> <a class="hidden mx-2" href="#">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> MAIA</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>MAIA will employ cutting-edge machine learning and natural language processing technologies to build multilingual AI agent assistants, eliminating language barriers. MAIA’s ‘translation layer’ will empower human agents to provide customer support in real-time, in any language, with human quality.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/maia/">Learn more</a><br /> <a class="mx-2" href="/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf">Paper</a><br /> <a class="mx-2" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> User-Focused Marian</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Improve the pre-existing neural machine translation toolkit “Marian” to address the needs of CEF eTranslation and to broaden its user base (H2020 Co-Funded Project). Terminology, on-the-fly domain adaptation, better documentation and GPU optimization are the focus areas in this Marian iteration.</p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> MT4ALL</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Aims at building data for under-resourced languages in fields of public interest, such as Health and Justice. It’ll contribute to the CEF Automated Translation Building block by enlarging its coverage for language pairs and domains for which parallel data does not exist (H2020 Co-Funded Project).</p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Unbabel4EU</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>We’re working on advancing European language engines for borderless business communication. Create Europe’s Translation Layer, specifically, by enabling seamless human-quality translation between any pairing of the 24 official languages of the EU in different content types such as Email, Chat and Listings (P2020 Co-Funded Project).</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/Unbabel4EU/">Learn more</a><br /> <a class="mx-2" href="/wp-content/uploads/2021/04/Unbabel4EU-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf">Paper</a><br /> <a class="mx-2 hidden" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> APE-QUEST</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Setting up a quality gate and crowdsourcing workflow to improve translation quality in specific domains. Boost CEF eTranslation with Automated Post-Editing (APE) & Quality Estimation (QE) for Electronic Exchange of Social Security Information (EESSI) and Online Dispute Resolution (ODR) DSIs and related national services (H2020 Co-Funded Project).</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="https://ape-quest.eu/">Learn more</a><br /> <a class="mx-2 hidden" href="/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf">Paper</a><br /> <a class="mx-2 hidden" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> INTERACT</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Timely and accurate communication is essential for crisis management, but what if the only information available to you is in a language you cannot understand? Created to answer the need for quality translation in health-crisis scenarios, INTERACT is an interdisciplinary European project.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="https://sites.google.com/view/crisistranslation/home">Learn more</a><br /> <a class="mx-2 hidden" href="/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf">Paper</a><br /> <a class="mx-2 hidden" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Unbabel Scribe</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Transcription can be a big piece of translation flows, especially when it comes to audiovisual content. This project aims to research & develop a technical solution for automatic transcription and translation of audiovisual content by leveraging a community of human translators (P2020 Co-Funded Project).</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/scribe/">Learn more</a><br /> <a class="mx-2" href="/wp-content/uploads/2021/06/Unbabel-Scribe-Project-Paper.pdf">Paper</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> DeepSPIN</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Deep learning is revolutionizing the field of Natural Language Processing (NLP), with breakthroughs in machine translation, speech recognition, and question answering. New language interfaces (digital assistants, messenger apps, customer service bots) are emerging as the next technologies for seamless, multilingual communication among humans and machines.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="https://deep-spin.github.io/">Learn more</a><br /> <a class="mx-2 hidden" href="/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf">Paper</a><br /> <a class="mx-2 hidden" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Unbabel’s Internationalization Plan</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Unbabel’s Internationalization Plan (“Unbabel 2017-2019: Plano de Internacionalização”) is a project led by Unbabel and co-funded by Portugal 2020 – Sistema de Incentivos à Internacionalização das PME.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/unbabels-internationalization-plan/">Learn more</a><br /> <a class="mx-2" href="/wp-content/uploads/2022/02/Unbabel-Ficha-de-Projeto-27767.docx.pdf">Paper</a><br /> <a class="mx-2 hidden" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Unbabel 2017: A new ecosystem of Machine + Crowd Translation</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>“Unbabel 2017: A new ecosystem of Machine + Crowd Translation” is a project led by Unbabel and co-funded by Portugal 2020 – Sistema de Incentivos à Investigação e Desenvolvimento Tecnológico (SI I&DT)</p><p><a class="mx-2" href="/lp/unbabel-2017-a-new-ecosystem-of-machine-crowd-translation/">Learn more</a><br /> <a class="mx-2 hidden" href="/lp/8086-2/">Paper</a></p></div></li></ul></div></div><div id="block_111a9745ae0a5187d143763b5e3a4978" class="hidden unbabel-block columns-block relative bg-white text-center py-8 lg:py-16 px-4 first:pt-28" style=""><div class="container mx-auto relative"><div class="lg:w-8/12 mx-auto"><h2 class="text-blue-2 dark:text-white text-lg md:text-xl font-semibold mb-8"> Projects & publications</h2></div><ul class="container mx-auto flex flex-wrap justify-center items-baseline -mb-16"><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> MT-Telescope</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>MT-Telescope provides a fine-grained, visual comparison of the quality performance of two machine translation (MT) systems. It lifts the hood on the automatic quality score, allowing users to filter quality performance by keywords, terminology, and segment length. MT-Telescope is available as open-source to benefit the wider MT R&D community.</p><div class="flex flex-wrap justify-center"> <a href="https://unbabel.com/research/mt-telescope/" class="mx-2">Learn more</a><br /> <a href="https://aclanthology.org/2021.acl-demo.9/" class="mx-2">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-launches-comet-blazing-new-trail-for-ultra-accurate-machine-translation" class="mx-2">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> COMET</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>COMET (Crosslingual Optimized Metric for Evaluation of Translation) is a new neural framework for training multilingual machine translation (MT) evaluation models. COMET predicts human judgments of MT quality. This “ready to use” trained COMET model is available as open-source to benefit the wider MT R&D community.</p><div class="flex flex-wrap justify-center"> <a href="https://unbabel.com/research/comet" class="mx-2">Learn more</a><br /> <a href="https://aclanthology.org/2021.acl-demo.9/" class="mx-2 hidden">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-launches-comet-blazing-new-trail-for-ultra-accurate-machine-translation" class="mx-2">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> MAIA</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>MAIA will employ cutting-edge machine learning and natural language processing technologies to build multilingual AI agent assistants, eliminating language barriers. MAIA’s ‘translation layer’ will empower human agents to provide customer support in real-time, in any language, with human quality.</p><div class="flex flex-wrap justify-center"> <a href="https://unbabel.com/research/maia/" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf" class="mx-2">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai" class="mx-2">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> User-Focused Marian</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Improve the pre-existing neural machine translation toolkit “Marian” to address the needs of CEF eTranslation and to broaden its user base (H2020 Co-Funded Project). Terminology, on-the-fly domain adaptation, better documentation and GPU optimization are the focus areas in this Marian iteneration.</p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> MT4ALL</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Aims at building data for under-resourced languages in fields of public interest, such as Health and Justice. It’ll contribute to the CEF Automated Translation Building block by enlarging its coverage for language pairs and domains for which parallel data does not exist (H2020 Co-Funded Project).</p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Unbabel4EU</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>We’re working on advancing European language engines for borderless business communication. Create Europe’s Translation Layer, specifically, by enabling seamless human-quality translation between any pairing of the 24 official languages of the EU in different content types such as Email, Chat and Listings (P2020 Co-Funded Project).</p><div class="flex flex-wrap justify-center"> <a href="https://unbabel.com/research/Unbabel4EU/" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/04/Unbabel4EU-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf" class="mx-2">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai" class="mx-2 hidden">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> OpenKiwi</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Quality estimation (QE) is one of the challenges in MT: it evaluates a system’s quality without access to reference translations. We released OpenKiwi, a PyTorch-based open-source framework that implements the best QE systems from WMT 2015-18 shared tasks. The accompanying paper won the best system paper at ACL 2019.</p><div class="flex flex-wrap justify-center"> <a href="https://unbabel.github.io/OpenKiwi/" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf" class="mx-2 hidden">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai" class="mx-2 hidden">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> APE-QUEST</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Setting up a quality gate and crowdsourcing workflow to improve translation quality in specific domains. Boost CEF eTranslation with Automated Post-Editing (APE) & Quality Estimation (QE) for Electronic Exchange of Social Security Information (EESSI) and Online Dispute Resolution (ODR) DSIs and related national services (H2020 Co-Funded Project).</p><div class="flex flex-wrap justify-center"> <a href="https://ape-quest.eu/" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf" class="mx-2 hidden">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai" class="mx-2 hidden">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> INTERACT</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Timely and accurate communication is essential for crisis management, but what if the only information available to you is in a language you cannot understand? Created to answer the need for quality translation in health-crisis scenarios, INTERACT is an interdisciplinary European project.</p><div class="flex flex-wrap justify-center"> <a href="https://sites.google.com/view/crisistranslation/home" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf" class="mx-2 hidden">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai" class="mx-2 hidden">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> Unbabel Scribe</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Transcription can be a big piece of translation flows, especially when it comes to audiovisual content. This project aims to research & develop a technical solution for automatic transcription and translation of audiovisual content by leveraging a community of human translators (P2020 Co-Funded Project).</p><div class="flex flex-wrap justify-center"> <a href="https://unbabel.com/research/scribe/" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/06/Unbabel-Scribe-Project-Paper.pdf" class="mx-2">Paper</a><br /> <a href="https://resources.unbabel.com/blog/unbabel-video-transcription-translation" class="mx-2">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> DeepSPIN</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Deep learning is revolutionizing the field of Natural Language Processing (NLP), with breakthroughs in machine translation, speech recognition, and question answering. New language interfaces (digital assistants, messenger apps, customer service bots) are emerging as the next technologies for seamless, multilingual communication among humans and machines.</p><div class="flex flex-wrap justify-center"> <a href="https://deep-spin.github.io/" class="mx-2">Learn more</a><br /> <a href="https://unbabel.com/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf" class="mx-2 hidden">Paper</a><br /> <a href="https://resources.unbabel.com/press-releases/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai" class="mx-2 hidden">Press release</a></div></div></li></ul></div></div><div id="block_de6700d2dd410f3af7512458bca5a3ab" class=" unbabel-block columns-block relative bg-white text-center py-8 lg:py-16 px-4 first:pt-28" style=""><div class="container mx-auto relative"><div class="lg:w-8/12 mx-auto"><h2 class="text-blue-2 dark:text-white text-lg md:text-xl font-semibold mb-8"> Open-source tools</h2></div><ul class="container mx-auto flex flex-wrap justify-center items-baseline -mb-16"><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> XCOMET</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>XCOMET is a cutting-edge, open-source metric designed to be more interpretable and better aligned with MQM human evaluations. XCOMET combines sentence-level evaluation, similar to neural metrics such as COMET and BLEURT, and error span detection capabilities.</p><p><a href="/xcomet-translation-quality-analysis/" target="_blank" rel="noopener">Learn more</a></p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> TowerLLM</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>TowerLLM is a suite of multilingual large language models (LLM) optimized for translation-related tasks ranging from pre-translation, to translation and evaluation tasks, such as machine translation (MT), automatic post-editing (APE), and translation ranking. Tower is built on top of LLaMA2 [1], comes in two sizes — 7B and 13B parameters —, and currently supports 10 languages.</p><p><a href="/announcing-tower-an-open-multilingual-llm-for-translation-related-tasks/" target="_blank" rel="noopener">Learn more</a></p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> CometKiwi XL</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>CometKiwiXL is large language model (LLM) specialized in predicting the quality of a translation. CometKiwi XL (3.5B) and CometKiwi XXL (10.7B) are the open-sourced versions of our state-of-the-art Quality Estimation model.</p><p><a href="/unbabel-releases-first-llm-specialized-predicting-translation-quality/" target="_blank" rel="noopener">Learn more</a></p></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> MT-Telescope</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>MT-Telescope provides a fine-grained, visual comparison of the quality performance of two machine translation (MT) systems. It lifts the hood on the automatic quality score, allowing users to filter quality performance by keywords, terminology, and segment length. MT-Telescope is available as open-source to benefit the wider MT R&D community.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/mt-telescope/">Learn more</a><br /> <a class="mx-2" href="https://aclanthology.org/2021.acl-demo.9/">Paper</a><br /> <a class="mx-2" href="/unbabel-launches-comet-blazing-new-trail-for-ultra-accurate-machine-translation/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> COMET</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>COMET (Crosslingual Optimized Metric for Evaluation of Translation) is a new neural framework for training multilingual machine translation (MT) evaluation models. COMET predicts human judgments of MT quality. This “ready to use” trained COMET model is available as open-source to benefit the wider MT R&D community.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="/research/comet">Learn more</a><br /> <a class="mx-2 hidden" href="https://aclanthology.org/2021.acl-demo.9/">Paper</a><br /> <a class="mx-2" href="/unbabel-launches-comet-blazing-new-trail-for-ultra-accurate-machine-translation/">Press release</a></div></div></li><li class="column-item w-full md:w-6/12 lg:w-4/12 px-8 flex flex-col items-center text-center lg:mt-0 mb-16"><p class="text-base md:text-lg font-semibold text-blue-2 dark:text-white lg:mb-4 mt-0"> OpenKiwi</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Quality estimation (QE) is one of the challenges in MT: it evaluates a system’s quality without access to reference translations. We released OpenKiwi, a PyTorch-based open-source framework that implements the best QE systems from WMT 2015-18 shared tasks. The accompanying paper won the best system paper at ACL 2019.</p><div class="flex flex-wrap justify-center"><a class="mx-2" href="https://unbabel.github.io/OpenKiwi/">Learn more</a><br /> <a class="mx-2 hidden" href="/wp-content/uploads/2021/12/MAIA-Designac%CC%A7a%CC%83o-do-projetowebsite-VF-EN.pdf">Paper</a><br /> <a class="mx-2 hidden" href="/unbabel-announces-strategic-research-to-improve-multilingual-conversational-chat-and-advance-customer-service-with-ai/">Press release</a></div></div></li></ul></div></div><div class="wp-block-group"><div class="wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow"><div id="unbabel-research-awards" class=" has-bg-color unbabel-block columns-block relative bg-white pt-16 px-8 text-center " style="--block-bg-color: #ffffff;"><div class="container mx-auto relative"><h2 class="text-blue-2 dark:text-white text-lg md:text-xl font-semibold mb-8"> Awards</h2><ul class="container mx-auto flex flex-wrap justify-center items-baseline"><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6">Eighth Conference on Machine Translation</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Winners of the WMT 2023 QE Shared Task</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6">Eighth Conference on Machine Translation</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Winners of the WMT 2023 Metrics Shared Task</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6">COMET22</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Winning submission for the Chinese-English language pair and the second best for the other two language pairs in the WMT2022 Metrics shared task</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6">CometKiwi</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Winning submission of the WMT 2022 Quality Estimation (QE) shared task</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6">Best Presentation award for the Users and Providers track</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>AMTA Conference 2022</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6">Best Paper Award</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>EAMT Conference 2022 ( Title: Searching for Cometinho: The Little Metric That Could)</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Most Innovative Company</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Most Innovative Company (at the Game Changer Innovation Contest), TAUS (Translation Automation User Society)<br> 2015, 2017</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mt-6"> Best Global Machine Translation Quality Estimation System</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>WMT – Conference on Machine Translation,<br> 2016, 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Best Global Machine Translation Automatic Post-Editing System</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>WMT – Conference on Machine Translation,<br> 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Best System Demonstration Award</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Association for Computational Linguistics,<br> 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Blending Human & Artificial Intelligence</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Blending Human & Artificial Intelligence, in partnership with Concentrix, UK, National Innovation Awards,<br> 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Best Innovation in Customer Service</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Best Innovation in Customer Service, in partnership with Concentrix, ECCCSA – European Contact Center and Customer Service Awards,<br> 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Best use of AI and associated technologies</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Best use of AI and associated technologies, in partnership with Microsoft, ECCCSA – European Contact Center and Customer Service Awards,<br> 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Most Innovative Artificial Intelligence Startups for Disruptive Technology</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>List of Most Innovative Artificial Intelligence Startups for Disruptive Technology of the Year, CBInsights,<br> 2019</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Most Innovative Companies</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Fast Company’s Annual List of the World’s Most Innovative Companies for 2020, Fast Company,<br> 2020</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Product of the Year Award Winner</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Product of the Year Award Winners, presented by CUSTOMER magazine,<br> 2021</p></div></li><li class="w-full md:w-4/12 px-8 flex flex-col items-center text-center"><p class="text-base font-semibold text-blue-2 dark:text-white mb-4 mt-6"> Best Explainability Approach Award</p><div class="text-sm text-opacity-75 text-gray-1 dark:text-white leading-normal wysiwyg"><p>Workshop on Evaluation & Comparison of NLP Systems, Co-located at EMNLP,<br> 2021</p></div></li></ul></div></div></div></div><div id="block_8c10e09a81a8f86316905b7cf4a90d50" class="hidden uberflip-block unbabel-block relative py-8 lg:py-16 px-4 first:pt-28" style=""><div class="uberflip-block__inner container mx-auto flex flex-col relative"><div class="uberflip-block__header flex"><div class="uberflip-block__info"><h2 class="text-lg md:text-xl font-semibold text-blue-2 dark:text-white"> Publications</h2></div><div class="slick-navigation ml-auto space-x-5 flex items-center"> <button type="button" class="slick-prev 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md:text-xl font-semibold text-center">Publications</h2> <a target="" class="justify-center m-3 md:first:ml-0 btn-tertiary m-auto" style="" title="See all publications" href="/category/research-publication-items/" id="publications_button_research" rel="noopener">See all publications <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://arxiv.org/abs/2402.17733" id="publications_paper_1" rel="noopener">Tower: An Open Multilingual Large Language Model for Translation-Related Tasks <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Duarte M. Alves, José Pombal, Nuno M. Guerreiro, Pedro H. Martins, João Alves, Amin Farajian, Ben Peters, Ricardo Rei, Patrick Fernandes, Sweta Agrawal, Pierre Colombo, José G.C. de Souza, André F.T. Martins </span> | COLM</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://arxiv.org/abs/2310.13448" id="publications_paper_1" rel="noopener">Steering Large Language Models for Machine Translation with Finetuning and In-context Learning <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Duarte M. Alves, Nuno M. Guerreiro, João Alves, José Pombal, Ricardo Rei, José G. C. de Souza, Pierre Colombo, André F. T. Martins </span> | Findings of EMNLP 2023</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://aclanthology.org/2023.wmt-1.73/" id="publications_paper_1" rel="noopener">Scaling up CometKiwi: Unbabel-IST 2023 Submission for the Quality Estimation Shared Task <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Ricardo Rei, Nuno M. Guerreiro, José Pombal, Daan van Stigt, Marcos Treviso, Luisa Coheur, José G. C. de Souza, André Martins </span> | WMT 2023</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://arxiv.org/abs/2310.10482" id="publications_paper_1" rel="noopener">xCOMET: Transparent Machine Translation Evaluation through Fine-grained Error Detection <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Nuno M. Guerreiro, Ricardo Rei, Daan van Stigt, Luisa Coheur, Pierre Colombo, André F.T. Martins </span> | Association for Computational Linguistics</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://arxiv.org/pdf/2402.00786.pdf" id="publications_paper_1" rel="noopener">CroissantLLM: A Truly Bilingual French-English Language Model <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Manuel Faysse, Patrick Fernandes, Nuno M. Guerreiro, António Loison, Duarte M. Alves, Caio Corro, Nicolas Boizard, João Alves. Ricardo Rei, Pedro H. Martins, Antoni Bigata Casademunt10 François Yvon, André F.T. Martins, Gautier Viaud, Céline Hudelot, Pierre Colombo </span> | TMLR</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://arxiv.org/abs/2303.16104" id="publications_paper_1" rel="noopener">Hallucinations in Large Multilingual Translation Models <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Nuno M. Guerreiro, Duarte Alves, Jonas Waldendorf, Barry Haddow, Alexandra Birch, Pierre Colombo, André F. T. Martins</span> | TACL Transactions of the Association for Computational Linguistics</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://aclanthology.org/2021.findings-emnlp.330/" id="publications_paper_1" rel="noopener">Uncertainty-Aware Machine Translation Evaluation <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Taisiya Glushkova, Chryssa Zerva, Ricardo Rei, André Martins</span> | Findings of the Association for Computational Linguistics: EMNLP 2021</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://aclanthology.org/2021.acl-long.505.pdf" id="publications_paper_2" rel="noopener">Measuring and Increasing Context Usage in Context-Aware Machine Translation <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Patrick Fernandes, Kayo Yin, Graham Neubig, André Martins</span> | 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://aclanthology.org/2021.naacl-main.210.pdf" id="publications_paper_3" rel="noopener">Smoothing and Shrinking the Sparse Seq2Seq Search Space <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> </a></div></div><div class="wysiwyg text-sm"> <span class="text-blue-1">Ben Peters, André Martins</span> | 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies</div><div class="pt-4 pb-3 border-b-2"><div class="wysiwyg font-semibold md:text-lg pb-2"> <a target="_blank" class="m-3 md:first:ml-0 btn-tertiary m-auto pb-0 pt-0" style="padding:0; text-decoration: none;" title="" href="https://aclanthology.org/2020.eamt-1.24/" id="publications_paper_4" rel="noopener">Document-level Neural MT: A Systematic Comparison <svg width="9" height="13" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> <path d="M5.375 6.5L.795 1.91 2.205.5l6 6-6 6-1.41-1.41 4.58-4.59z"></path> </svg> 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