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<!doctype html>
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<h1>Eunsol Choi</h1>
<h6>Assistant Professor<br><h6>Computer Science<br>Data Science <br>
<a href="https://wp.nyu.edu/cilvr/">CILVR at NYU</a></h6>
</div>
<div class="header-block">
<div class="header-link"><i class="fa fa-fw fa-map-marker"></i>Office 600, 60 5th Avenue, New York, NY 10011</div><br>
<div class="header-link"><i class="fa fa-fw fa-envelope"></i>Email: firstname@nyu.edu</div><br>
<div class="header-link"><a href="https://github.com/eunsol"><i class="fa fa-fw fa-github"></i>Github</a></div>
<div class="header-link"><a href="./files/CV.pdf"><i class="fa fa-fw fa-file"></i>CV</a> <a href="./bio.txt">[Bio]</a></div><br>
<div class="header-link"><a href="https://twitter.com/eunsolc"><i class="fa fa-fw fa-twitter-square"></i>Twitter</a>
<a href="https://scholar.google.com/citations?user=6wulN88AAAAJ"><i class="fa fa-fw fa-google"></i>Google Scholar</a>
<a href="https://www.semanticscholar.org/author/Eunsol-Choi/2890423"><i class="ai ai-semantic-scholar ai"></i>Semantic Scholar</a><br>
<a href="#group">[group] </a> <a href="#teaching"> [teaching] </a> <a href="#publications">[publication]</a> <a href="#personal">[personal]</a></div>
</div>
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</header>
<div id="content">
<p>I am an assistant professor in <a href="https://cs.nyu.edu/home/index.html">Computer Science</a> (<a href="https://cims.nyu.edu/dynamic/">Courant Institute</a>)</a> and <a href="https://cds.nyu.edu/">Data Science</a> at New York University. I was an assistant professor in the Computer Science department at the University of Texas at Austin from 2020. Before UT, I was a researcher at Google AI in NYC and a Ph.D. student at UW, advised by <a href="https://www.cs.washington.edu/people/faculty/lsz">Luke Zettlemoyer</a> and <a href="https://homes.cs.washington.edu/~yejin/">Yejin Choi</a>.</p>
<p class="small">I enjoy studying real world language usages with simple and generalizable models. I also build benchmarks that allows us to evaluate NLP models, conduct model analysis, and bring the progresses in English NLP to a wider range of languages. Here are research topics that I am currently interested in:
<div id="content-scroll">
<ul class="interest-list">
<li><strong>Continual Learning and Knowledge Editing</strong>: While LMs retain vast amounts of world knowledge seen during pretraining, such knowledge can get outdated. I am interested in retrieval augmentation and updating parametric knowledge in LMs.</i>
<li><strong>Long-form Question Answering</strong>: Enabling systems to produce paragraph-level answers opens up possibilities to handle more complicated questions and provide more comprehensive answers. LFQA merges two challenging research areas -- information retrieval and text generation. Furthermore, we have to synthesize information from multiple documents.</li>
<li><strong>Human-LM Interaction</strong>: NLP systems are getting deployed fast and widely. I am interested in improving human interactions with LM, for example, how should we present information such that users will not be misled by plausible yet imperfect model predictions? The deployment of models also creates opportunities to <i>learn</i> from interaction with users.</li>
<li><strong>Spoken Language Processing</strong>: Spoken language exhibits richer prosodic features that are absent in written text. Can we build textless NLP system which can work on speech signals, opening doors to handle languages without written scripts? </li>
</ul>
</p>
</div>
<h3>News</h3>
<embed src="./news.html" width="100%" height="100px" overflow="hidden">
<h3 id="group">Research Group</h3>
<p class="small">I am fortunate to work with many talented students and collaborators. I don't have a group name, but my students like to play with naming my lab, such as (E)xplaining and (U)nderstanding (N)ature and (S)tructure/Synthesis (O)f (L)anguage. If you would like to join my lab, please apply to NYU CS or DS program as I will be recruiting 1-2 student this cycle. I currently <strong>do not</strong> offer new internship or undergraduate research opportunities. I typically do not answer individual inquiries on research opportunities or admissions. If you like to work with me, apply to NYU's Ph.D program and mention my name in the application.</p>
<p class="small">The research at my lab has been supported by Google, Open Philanthrophy, CISCO, Sony, HomeDepot, Apple and NSF. Thank you!</p>
<ul class="member-list">
<li><span class='member-header'>Current</span></li>
<li><a href='https://www.cs.utexas.edu/~mjqzhang/'>Michael J.Q. Zhang</a><span class='member-meta'>CS PhD (Fa20-)</span></li>
<li><a href='https://ajd12342.github.io/'>Anuj Diwan</a> (w/ <a href='https://www.cs.utexas.edu/~harwath/'>David Harwarth)</a><span class='member-meta'>UT CS PhD (Fa21-)</span></li>
<li><a href="https://www.cs.utexas.edu/~fxu/">Fangyuan Xu</a><span class='member-meta'>CS PhD (Fa22-)</span></li>
<li><a href="https://timchen0618.github.io/">Hung-Ting Chen</a><span class='member-meta'>CS PhD (Fa23-)</span></li>
<li><a href="https://leo-liuzy.github.io">Leo Zeyu Liu</a> (w/ Greg Durrett)<span class='member-meta'>UT CS PhD (Fa23-)</span></li>
<li><a href="https://scholar.google.com/citations?user=GoZsJjYAAAAJ&hl=en">Thom Lake (w/ Greg Durrett)</a><span class='member-meta'>UT CS PhD (Fa23-)</span></li>
<li><a href="https://yuhan.vercel.app/">Yuhan Liu</a><span class='member-meta'>NYU CS PhD (Fa24-)</span></li>
<li><a href="https://atutej.github.io/">Atula Tejaswi Neerkaje</a><span class='member-meta'>CS Masters (Fa23-)</span></li>
<li><a href="https://dubai03nsr.github.io/">Victor Wang</a><span class='member-meta'>CS undergraduate (Fa 23-)</span></li>
</ul>
<h3 id="publications">Publications</h3>
<p class="small">* refers to equal contribution.</p>
<ul class="pub-list">
<li><span class='pub-header'>Preprint</span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2411.05787">Recycled Attention: Efficient Infrence for Long-Context Language Models</a>, ArXiv 2024<br>
<span class="pub-authors">Fangyuan Xu, Tanya Goyal<sup>∗</sup>, <strong>Eunsol Choi<sup>*</sup></strong></span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2410.20088">RARe: Retrieval Augmented Retrieval with In-Context Examples</a>, ArXiv 2024<br>
<span class="pub-authors">Atula Tejaswi, Yoonsang Lee, Sujay Sanghavi<sup>*</sup>, <strong>Eunsol Choi<sup>*</sup></strong></span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2410.14632">Diverging Preferences: When do Annotators Disagree and do Models Know?</a>, ArXiv 2024<br>
<span class="pub-authors">Michael J.Q. Zhang, Zhilin Wang, Jena D. Hwang, Yi Dong, Olivier Delalleau, Yejin Choi, <strong>Eunsol Choi</strong>, Xiang Ren, Valentina Pyatkin<br></span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2410.13788">Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions</a>, ArXiv 2024<br>
<span class="pub-authors">Michael J.Q. Zhang, W. Bradley Knox, <strong>Eunsol Choi</strong></span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2409.18110">Open-World Evaluation for Retrieving Diverse Perspectives</a>, ArXiv 2024<br>
<span class="pub-authors">Hung-ting Chen, <strong>Eunsol Choi</strong></span></li>
<li><a class="pub-title" href="https://arxiv.org/abs/2407.06249">CodeUpdateArena: Benchmarking Knowledge Editing on API Updates</a>, ArXiv 2024<br>
<span class="pub-authors">Zeyu Leo Liu, Shrey Pandit, Xi Ye, <strong>Eunsol Choi</strong>, Greg Durrett</span></li>
<li><a class="pub-title" href="https://arxiv.org/abs/2406.17692">From Distributional to Overton Pluralism: Investigating Large Language Model Alignment</a>, ArXiv 2024<br>
<span class="pub-authors">Thom Lake, <strong>Eunsol Choi</strong>, Greg Durrett</span></li>
<li><a class="pub-title" href="https://arxiv.org/abs/2406.17761">CaLMQA: Exploring culturally specific long-form question answering across 23 languages</a>, ArXiv 2024<br>
<span class="pub-authors">Shane Arora<sup>*</sup>, Marzena Karpinska<sup>*</sup>, Hung-Ting Chen, Ipsita Bhattacharjee, Mohit Iyyer<sup>*</sup>, <strong>Eunsol Choi</strong><sup>*</sup></span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2311.09469.pdf">Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs</a>, ArXiv 2023<br>
<span class="pub-authors">Michael J.Q. Zhang, <strong>Eunsol Choi</strong></span></li>
<li><span class='pub-header'>Peer-reviewed</span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2405.19597">SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors</a>, NeurIPS 2024<br>
<span class="pub-authors">Vijay Lingam<sup>*</sup>, Atula Tejaswi<sup>*</sup>, Aditya Vavre<sup>*</sup>, Aneesh Shetty<sup>*</sup>, Gautham Krishna Gudur<sup>*</sup>, Joydeep Ghosh, Alex Dimakis, <strong>Eunsol Choi</strong>, Aleksandar Bojchevski, Sujay Sanghavi</span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2410.04657">Contrastive Learning to Improve Retrieval for Real-world Fact Checking</a>, EMNLP 2024 FEVER Workshop (Oral)<br>
<span class="pub-authors">Aniruddh Sriram, Fangyuan Xu, <strong>Eunsol Choi</strong>, Greg Durrett</span><br>
<a class="pub-extras", href="./files/pub/fever24_sxcd_poster.pdf">[poster]</a></li>
<li><a class="pub-title" href="https://arxiv.org/abs/2406.14670">Exploring Design Choices for Building Language-Specific LLMs</a>, EMNLP 2024 Findings<br>
<span class="pub-authors">Atula Tejaswi<sup>*</sup>, Nilesh Gupta<sup>*</sup>, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras", href="./files/pub/emnlp24_findings_tgc_poster.pdf">[poster]</a><li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2305.15405.pdf">Unit-based Speech-to-Speech Translation Without Parallel Data</a>, EMNLP 2024 Findings<br>
<span class="pub-authors">Anuj Diwan, Anirudh Srinivasan, David Harwath, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras", href="./files/pub/emnlp24_findings_dshc_poster.pdf">[poster]</a><li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2310.12150.pdf">Understanding Retrieval Augmentation for Long form Question Answering</a>, COLM 2024<br>
<span class="pub-authors">Hung-Ting Chen, Fangyuan Xu<sup>*</sup>, Shane Arora<sup>*</sup>, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras", href="./files/pub/colm24_cxac_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2404.12447.pdf">AmbigDocs: Reasoning across Documents on Different Entities under the Same Name</a>, COLM 2024<br>
<span class="pub-authors">Yoonsang Lee, Xi Ye, <strong>Eunsol Choi</strong></span> <br>
<a class="pub-extras" href="https://ambigdocs.github.io//">[project website]</a>,<a class=
"pub-extras" href="./files/pub/colm24_lyc_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2408.06303">Long-form Answers to Visual Questions from Blind and Low Vision People</a>, COLM 2024 (Spotlight)<br>
<span class="pub-authors">Mina Huh, Fangyuan Xu, Yi-Hao Peng, Chongyan Chen, Hansika Murugu, Danna Gurari, <strong>Eunsol Choi</strong>, Amy Pavel</span><br>
<a class="pub-extras" href="https://minahuh.com/LFVQA/">[project website]</a><a class="pub-extras" href="./files/pub/colm24_hxcp.pdf">[slides]</a>, <a class=
"pub-extras" href="./files/pub/colm24_hxcp_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2403.03866.pdf">KIWI: A Dataset of Knowledge-Intensive Writing Instructions for Answering Research Questions</a>, ACL 2024 Findings<br>
<span class="pub-authors">Fangyuan Xu, Kyle Lo, Luca Soldaini, Bailey Kuehl, <strong>Eunsol Choi</strong>, David Wadden</span><br>
<a class="pub-extras" href="./files/pub/acl24_xlskcw_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2402.01591.pdf">BAT: Learning to Reason about Spatial Sounds with Large Language Models</a>, ICML 2024<br>
<span class="pub-authors">Zhisheng Zheng, Puyuan Peng, Ziyang Ma, Xie Chen, <strong>Eunsol Choi</strong>, David Harwath</span><br>
<a class="pub-extras" href="https://zhishengzheng.com/BAT/">[project website]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2305.11859.pdf">Complex Claim Verification with Evidence Retrieved in the Wild</a>, NAACL 2024<br>
<span class="pub-authors">Jifan Chen, Grace Kim, Aniruddh Sriram, Greg Durrett, <strong>Eunsol Choi</strong></span></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2311.09579.pdf">Crafting In-context Examples according to LMs' Parametric Knowledge</a>, NAACL 2024 Findings <br>
<span class="pub-authors">Yoonsang Lee<sup>*</sup>, Pranav Atreya<sup>*</sup>, Xi Ye, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="./files/pub/naacl24_layc_poster.pdf">[poster]</a></li>
<li><a class="pub-title" href="https://browse.arxiv.org/pdf/2310.04408.pdf">RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation</a>, ICLR 2024<br>
<span class="pub-authors">Fangyuan Xu, Weijia Shi, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="./files/pub/iclr24_xsc_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://openreview.net/pdf?id=dCHbFDsCZz">Learning to Reject with a Fixed Predictor: Application to Decontextualization</a>, ICLR 2024<br>
<span class="pub-authors">Christopher Mohri, Daniel Andor, <strong>Eunsol Choi</strong>, Michael Collins, Anqi Mao, Yutao Zhong</span>
</li>
<li><a class="pub-title" href="https://pages.ischool.utexas.edu/hai-files/files/publications/81/CHI24FinalPaper.pdf">Aligning Data with the Goals of an Organization and Its Workers: Designing Data Labeling for Social Service Case Notes</a>, CHI 2024<br>
<span class="pub-authors">Apoorva Gondimalla, Varshinee Sreekanth, Govind Joshi, Whitney Nelson, <strong>Eunsol Choi</strong>, Stephen Slota, Sherri Greenberg, Kenneth Fleischmann, and Min Kyung Lee</span></li>
<li><a class="pub-title" href="./files/pub/emnlp23_zc.pdf">Mitigating Temporal Misalignment by Discarding Outdated Facts</a>, EMNLP 2023<br>
<span class="pub-authors">Michael J.Q. Zhang, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="./files/pub/emnlp23_zc_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2305.12473.pdf">Continually Improving Extractive QA via Human Feedback</a>, EMNLP 2023<br>
<span class="pub-authors">Ge Gao<sup>*</sup>, Hung-Ting Chen<sup>*</sup>, Yoav Artzi, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="./files/pub/emnlp23_gcac_poster.pdf">[poster]</a></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2306.09306.pdf">Propagating Knowledge Updates to LMs Through Distillation</a>, NeurIPS 2023<br>
<span class="pub-authors">Shankar Padmanabhan, Yasumasa Onoe, Michael J.Q. Zhang, Greg Durrett, <strong>Eunsol Choi</strong><br>
<a class="pub-extras" href="./files/pub/neurips23_pozdc_poster.pdf">[poster]</a></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2305.01651.pdf">Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge</a>, ACL 2023<br>
<span class="pub-authors">Yasumasa Onoe, Michael J.Q. Zhang, Shankar Padmanabhan, Greg Durrett, <strong>Eunsol Choi</strong></span><br><a class="pub-extras" href="./files/pub/ozpdc_acl23_poster.pdf">[poster]</a></li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2306.08667.pdf">When to Use Efficient Self Attention? Profiling Text, Speech and Image Transformer Variants</a>, ACL 2023, short<br>
<span class="pub-authors">Anuj Diwan, <strong>Eunsol Choi</strong>, David Harwath</span><br>
<a class="pub-extras" href="./files/pub/dch_acl23_poster.pdf">[poster]</a>
</li>
<li><a class="pub-title" href="https://arxiv.org/pdf/2305.18201.pdf">A Critical Evaluation of Evaluations for Long-form Question Answering</a>, ACL 2023<br>
<span class="pub-authors">Fangyuan Xu<sup>*</sup>, Yixiao Song<sup>*</sup>, Mohit Iyyer, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="https://github.com/carriex/lfqa_eval">[data/code]</a>, <a class="pub-extras" href="https://docs.google.com/presentation/d/182puCoUjLEDzzlrN1Un83nQpfJmthsThKmaPozwhEO0/edit?usp=sharing">[talk]</a>
</li>
<li>
<a href="https://arxiv.org/abs/2305.19271">Concise Answers to Complex Questions: Summarization of Long-form Answers</a>, ACL 2023<br>
<span class="pub-authors">Abhilash Potluri<sup>*</sup>,Fangyuan Xu<sup>*</sup>, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="./files/pub/pxc_acl23_poster.pdf">[poster]</a>
</li>
<li>
<a class="pub-title" href="https://aclanthology.org/2023.findings-acl.183.pdf">Quantifying Train-Evaluation Overlap with Nearest Neighbors</a>, ACL 2023 Findings<br>
<span class="pub-authors">Gauri Kambhatla, Thuy Nguyen, <strong>Eunsol Choi</strong></span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2303.00242.pdf">DIFFQG: Generating Questions to Summarize Factual Changes</a>, EACL 2023<br>
<span class="pub-authors">Jeremy R. Cole, Palak Jain, Julian Martin Eisenschlos, Michael J.Q. Zhang, <strong>Eunsol Choi</strong>, Bhuwan Dhingra</span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2212.01393.pdf">Continual Learning for On-Device Speech Recognition using Disentangled Conformers</a>, ICASSP 2023<br>
<span class="pub-authors">Anuj Diwan, Ching-Feng Yeh, Wei-Ning Hsu, Paden Tomasello, <strong>Eunsol Choi</strong>, David Harwath, Abdelrahman Mohamed</span><br>
<a class="pub-extras" href="./files/pub/d_icassp23_poster.pdf">[poster]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2212.11455.pdf">Understanding Postpartum Parents' Experiences via Two Digital Platforms</a>, CSCW 2023 April Issue<br>
<span class="pub-authors">Xuewen Yao, Miriam Mikhelson, Megan Micheletti, <strong>Eunsol Choi</strong>, S Craig Watkins, Edison Thomaz, Kaya De Barbaro</span>
</li>
<li>
<a class="pub-title" class="pub-title" href="https://arxiv.org/pdf/2205.06938.pdf">Generating Literal and Implied Subquestions to Fact-check Complex Claims</a>, EMNLP 2022 <br>
<span class="pub-authors">Jifan Chen, Aniruddh Sriram, <strong>Eunsol Choi</strong>, Greg Durrett</span><br>
<a class="pub-extras" href="https://jifan-chen.github.io/ClaimDecomp/">[project website]</a>, <a class="pub-extras" href="./files/pub/emnlp22_csed_poster.pdf">[poster]</a>
</li>
<li>
<a class="pub-title" class="pub-title" href="https://arxiv.org/pdf/2210.13701.pdf">Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence</a>, EMNLP 2022 <br>
<span class="pub-authors">Hung-ting Chen, Michael J.Q. Zhang, <strong>Eunsol Choi</strong><br>
<a class="pub-extras" href="./files/pub/emnlp22_czc_talk.pdf">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2211.00768.pdf">Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality</a>, EMNLP 2022 <br>
<span class="pub-authors">Anuj Diwan<sup>*</sup>, Layne Berry<sup>*</sup>, <strong>Eunsol Choi</strong>, David Harwath, Kyle Mahowald</span><br>
<a class="pub-extras" href="https://github.com/ajd12342/why-winoground-hard">[code]</a>,<a class="pub-extras" href="https://docs.google.com/presentation/d/1LbAaIDQnpxhfet5F79bW-r8eEXg3S9ZKah9g4vlimgM/edit">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2211.15649.pdf">Beyond Counting Datasets: A Survey of Multilingual Dataset Construction and Necessary Resources</a>, Findings of EMNLP 2022 <br>
<span class"pub-authors">Xinyan Velocity Yu<sup>*</sup>, Akari Asai<sup>*</sup>, Trina Chatterjee, Junjie Hu, <strong>Eunsol Choi</strong></span><br>
<a class="code" href="https://multilingual-dataset-survey.github.io/">[website]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2211.16496v1.pdf">TyDiP: A Dataset for Politeness Classification in Nine Typologically Diverse Languages</a>, Findings of EMNLP 2022 <br>
<span class"pub-authors">Anirudh Srinivasan, <strong>Eunsol Choi</strong></span><br>
<a class="pub-extras" href="https://github.com/Genius1237/TyDiP">[code/data]</a>,<a class="pub-extras" href="https://docs.google.com/presentation/d/14VmJ0_orDRKA5V1iCY-FzjJYYWLSFa2PIwFM2B9KLYU/edit?usp=sharing">[poster]</a>
</li>
<li>
<a href="https://storage.googleapis.com/eunsol_research_dataset/ecbd.pdf">Entity Cloze By Date: What LMs Know About Unseen Entities</a>, Findings of NAACL 2022 short<br>
<span class"pub-authors">Yasumasa Onoe, Michael J.Q. Zhang, <strong>Eunsol Choi</strong>, Greg Durrett</span><br>
<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/ecbd_poster.pdf">[poster]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2205.09278">Modeling Exemplification in Long-form Question Answering via Retrieval</a>, NAACL 2022 <br>
<span class"pub-authors">Shufan Wang, Fangyuan Xu, Laure Thompson, <strong>Eunsol Choi</strong>, Mohit Iyyer</span><br>
<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/naacl22_example.pdf">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2203.11048">How do we answer complex questions: Discourse structure of long form answers</a>, ACL 2022 <br>
<span class"pub-authors">Fangyuan Xu, Junyi Jessy Li, <strong>Eunsol Choi</strong></span><br>
<a class="code" href="https://github.com/utcsnlp/lfqa_discourse">[code]</a>,<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/acl22_lfqa_poster.pdf">[poster]</a>,<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/acl22_lfqa_talk.pdf">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2203.10079">Simulating Bandit Learning from User Feedback for Extractive Question Answering</a>, ACL 2022 <br>
<span class"pub-authors">Ge Gao, <strong>Eunsol Choi</strong>, Yoav Artzi</span><br>
<a class="code" href="https://github.com/lil-lab/bandit-qa">[code]</a>, <a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/acl22_bandit_poster.pdf">[poster]</a>,<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/acl22_bandit_talk.pdf">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2104.08790">Misinfo Reaction Frames: Reasoning about Readers' Reactions to News Headlines</a>, ACL 2022 <br>
<span class"pub-authors">Saadia Gabriel, Skyler Hallinan, Maarten Sap, Pemi Nguyen, Franziska Roesner, <strong>Eunsol Choi</strong>, Yejin Choi</span><br>
<a class="code" href="https://github.com/skgabriel/mrf-modeling">[website]</a>,<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/acl22_misinfo_poster.pdf">[poster]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2109.01653">CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge</a>, NeurIPS 2021 Benchmark and Datasets<br>
<span class"pub-authors">Yasumasa Onoe, Michael J.Q. Zhang, <strong>Eunsol Choi</strong>, Greg Durrett</span><br>
<a class="code" href="https://www.cs.utexas.edu/~yasumasa/creak/">[webiste]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2109.06157">SituatedQA: Incorporating Extra-Linguistic Contexts into QA</a>, EMNLP 2021 long, <strong>🏆 Outstanding Paper Award</strong><br>
<span class"pub-authors">Michael J.Q. Zhang, <strong>Eunsol Choi</strong></span><br>
<a class="code" href="https://situatedqa.github.io/">[website]</a>, <a class="code" href="https://www.cs.utexas.edu/~mjqzhang//assets/emnlp2021_slides.pdf">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2109.04408">Learning with Different Amount of Annotation: From Zero to Many Labels</a>, EMNLP 2021 <br>
<span class"pub-authors">Shujian Zhang, Chenyue Gong, <strong>Eunsol Choi</strong></span><br>
<a class="code" href="https://github.com/szhang42/Uneven_training_data">[code]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2104.08731">Can NLI Models Verify QA Systems' Predictions?</a>, Findings of EMNLP 2021 <br>
<span class"pub-authors">Jifan Chen, <strong>Eunsol Choi</strong>, Greg Durrett</span><br>
<a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/presentations/emnlp21_qanli.pdf">[slides]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2010.11915.pdf">Challenges in Information-Seeking QA: Unanswerable Questions and Paragraph Retrieval</a>, ACL 2021 <br>
<span class"pub-authors"><a href="https://akariasai.github.io/">Akari Asai</a>, <strong>Eunsol Choi</strong></span><br>
<a class="code" href="https://github.com/AkariAsai/unanswerable_qa">[code]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2106.01494.pdf">Knowing More About Questions Can Help: Improving Calibration in Question Answering</a>, Findings of ACL 2021 <br>
<span class"pub-authors">Shujian Zhang, Chenyue Gong, <strong>Eunsol Choi</strong></span><br>
<a class="code" href="https://github.com/szhang42/Calibration_qa">[code]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2101.00133">NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned</a>, PMLR 2021<br>
<span class"pub-authors"> Sewon Min, Jordan Boyd-Graber, Chris Alberti, Danqi Chen, <strong>Eunsol Choi</strong>, Michael Collins, Kelvin Guu, Hannaneh Hajishirzi, Kenton Lee, Jennimaria Palomaki, Colin Raffel, Adam Roberts, Tom Kwiatkowski, and more (EfficientQA participants)</span><br>
<a class="code" href="https://efficientqa.github.io/">[website]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2009.06354">QED: A Framework and Dataset for Explanations in Question Answering</a>, TACL 2021<br>
<span class"pub-authors"> Matthew Lamm, Jennimaria Palomaki, Chris Alberti, Daniel Andor, <strong>Eunsol Choi</strong>, Livio Baldini Soares, Michael Collins</span><br>
<a class="code" href="https://github.com/google-research-datasets/QED">[code]</a></span>
</li>
<li>
<a class="pub-title" href='https://arxiv.org/abs/2010.11856'>XOR QA: Cross-lingual Open-Retrieval Question Answering</a>, NAACL 2021 <br>
<span class"pub-authors">Akari Asai, Jungo Kasai, Jonathan H. Clark, Kenton Lee, <strong>Eunsol Choi</strong>, Hannaneh Hajishirzi</span><br>
<a class="code" href="https://nlp.cs.washington.edu/xorqa/">Project Page [Code / Data / Leaderboard / Poster]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2102.05169">Decontextualization: Making Sentences Stand-Alone</a>, TACL 2021<br>
<span class"pub-authors"><strong>Eunsol Choi</strong>, Jennimaria Palomaki, Matthew Lamm, Tom Kwiatkowski, Dipanjan Das, Michael Collins</span></br>
<a class="code" href="https://github.com/google-research/language/tree/master/language/decontext">[code/data]</a>, <a class="code" href='./files/pub/decontext_poster.pdf'>[poster]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/abs/2004.07202">Entities as Experts: Sparse Memory Access with Entity Supervision</a>, EMNLP 2020<br>
<span class"pub-authors">Thibault Févry, Livio Baldini Soares, Nicholas FitzGerald, <strong>Eunsol Choi</strong>, Tom Kwiatkowski</span></span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/2003.05002.pdf">TYDI QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages</a>, TACL 2020<br>
<span class"pub-authors"> Jonathan H. Clark, <strong>Eunsol Choi</strong>, Michael Collins, Dan Garrette, Tom Kwiatkowski, Vitaly Nikolaev, Jennimaria Palomaki</span><br>
<a class="code" href="https://ai.google.com/research/tydiqa">[Leaderboard / Website]</a> <a class="code" href="https://github.com/google-research-datasets/tydiqa">[Code / Data Repo]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/1910.09753.pdf">MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension</a>, EMNLP 2019 workshop proceedings<br>
<span class"pub-authors">Adam Fisch, Alon Talmor, Robin Jia, Minjoon Seo, <strong>Eunsol Choi</strong>, and Danqi Chen</span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/1810.08854.pdf">Pair2Vec: Compositional Word-Pair Embeddings for Cross-Sentence Inference</a>, NAACL 2019 <br>
<span class"pub-authors"><a class="ppl" href="https://homes.cs.washington.edu/~mandar90/">Mandar Joshi</a>, <strong>Eunsol Choi</strong>, <a class="ppl" href="https://levyomer.wordpress.com/">Omer Levy</a>, Dan Weld and <a class="ppl" href="https://homes.cs.washington.edu/~lsz/">Luke Zettlemoyer</a></span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/1904.08950.pdf">No Permanent Friends or Enemies: Tracking Dynamic Relationships Between Nations from News</a>, NAACL 2019 Long<br>
<span class"pub-authors">Xiaochuang Han, <strong>Eunsol Choi</strong>, and <a class="ppl" href="https://chenhaot.com/">Chenhao Tan</a></span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/1810.06683.pdf">FlowQA: Grasping Flow in History For Conversational Machine Comprehension</a>, ICLR 2019, poster <br>
<span class"pub-authors"><a class="ppl" href="https://momohuang.github.io/">Hsin-Yuan Huang</a>, <strong>Eunsol Choi</strong> and <a class="ppl" href="http://scottyih.org/">Wen-tau Yih</a></span>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/1808.09653.pdf">Neural Metaphor Detection in Context</a><span class="venue"> EMNLP 18 short</span><br>
<span class"pub-authors">Ge Gao, <strong>Eunsol Choi</strong>, <a class="ppl" href="https://homes.cs.washington.edu/~yejin/">Yejin Choi</a> and <a class="ppl" href="https://homes.cs.washington.edu/~lsz/">Luke Zettlemoyer</a><br>
<a class="code" href="../files/papers/emnlp2018slides.pdf">[Slides]</a><a class="code" href="https://github.com/gao-g/metaphor-in-context">[Code]</a>
</li>
<li>
<a class="pub-title" href="https://arxiv.org/pdf/1808.07036.pdf">QuAC : Question Answering in Context</a> <span class="venue">EMNLP 18 long</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong><sup>*</sup>, <a class="ppl" href="https://hhexiy.github.io/">He He</a><sup>*</sup>, <a class="ppl" href="https://people.cs.umass.edu/~miyyer/">Mohit Iyyer</a><sup>*</sup>, <a class="ppl" href="http://markyatskar.com/">Mark Yatskar</a><sup>*</sup>, <a class="ppl" href="http://scottyih.org/">Wen-tau Yih</a>, <a class="ppl" href="https://homes.cs.washington.edu/~yejin/">Yejin Choi</a>, <a class="ppl" href="https://cs.stanford.edu/~pliang/">Percy Liang</a> and <a class="ppl" href="https://homes.cs.washington.edu/~lsz/">Luke Zettlemoyer</a></span><br>
<a class="code" href="http://quac.ai">Project Page [Code / Data / Leaderboard / Poster]</a>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/~eunsol/files/papers/acl_18.pdf">Ultra-Fine Entity Typing</a> <span class="venue">ACL 18 long</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong>, <a class="ppl" href="https://levyomer.wordpress.com/">Omer Levy</a>, <a class="ppl" href="https://homes.cs.washington.edu/~yejin/">Yejin Choi</a> and <a class="ppl" href="https://homes.cs.washington.edu/~lsz/">Luke Zettlemoyer</a></span><br>
<span class"pub-authors"><a class="code" href="./open_entity.html">Project Page [Code / Data / Slides]</a></span>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/factcheck_emnlp17.pdf">Truth of Varying Shades: Analyzing Language in Fake News and Political Fact-Checking</a> <span class="venue">EMNLP 17 short</span><br>
<span class"pub-authors"><a class="ppl" href="http://homes.cs.washington.edu/~hrashkin/">Hannah Rashkin</a>, <strong>Eunsol Choi</strong>, Jin Yea Jang, <a class="ppl" href=https://www.cs.jhu.edu/~svitlana>Svitlana Volkova</a> and Yejin Choi</span><br>
<a class="code" href="https://homes.cs.washington.edu/~hrashkin/factcheck.html">Project Page [Code / Data / Slides]</a>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/conll17lscz.pdf">Zero-Shot Relation Extraction Via Reading Comprehension</a> <span class="venue">CoNLL 17 long</span><br>
<span class"pub-authors">Omer Levy, <a class="ppl" href="https://seominjoon.github.io/">Minjoon Seo</a>, <strong>Eunsol Choi</strong> and Luke Zettlemoyer</span><br>
<a class="code" href="http://nlp.cs.washington.edu/zeroshot">Project Page [Code / Data/ Leaderboard]</a>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/acl17eunsol.pdf">Coarse-to-Fine Question Answering for Long Documents</a> <span class="venue">ACL 17 long</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong>, Daniel Hewlett, <a class="ppl" href="http://jakob.uszkoreit.net/">Jakob Uszkoreit</a>, Illia Polosukhin, Alexandre Lacoste and <a class="ppl" href="www.cs.tau.ac.il/~joberant/">Jonathan Berant</a></span><br>
<a class="code" href="http://cs.utexas.edu/%7Eeunsol/files/papers/acl17eunsol_slides.pdf">[Slides]</a>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/acl17jcwz.pdf">TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension</a> <span class="venue">ACL 17 long</span><br>
<span class"pub-authors"><a class="ppl" href="https://homes.cs.washington.edu/~mandar90/">Mandar Joshi</a>, <strong>Eunsol Choi</strong>, <a class="ppl" href="https://www.cs.washington.edu/people/faculty/weld">Daniel Weld</a> and Luke Zettlemoyer</span><br>
<span class"pub-authors"><a class="code" href="http://nlp.cs.washington.edu/triviaqa/index.html">Project Page [Code / Data / Leaderboard]</a></span>
</li>
<li>
<a class="pub-title" href="./files/pub/acl16_crzc_v2.pdf">Document-level Sentiment Inference with Social, Faction, and Discourse Context</a> <span class="venue">ACL 16 long</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong>, Hannah Rashkin, Yejin Choi and Luke Zettlemoyer</span><br>
<a class="pub-extras" href="./files/data/acl16_annot.tar.gz">[Data]</a><br>
<span class"pub-authors">Errata: In Section 5, the metric should be micro-averaged instead of macro-averaged. In Section 2.2, second equation should be <img src="./files/pub/acl16_errata.gif">. The current version here is fixed.</span>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/lrec16.pdf">Extracting Structured Scholarly Information from Machine Translation Literature</a> <span class="venue">LREC 16 long</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong><sup>*</sup>, Matic Horvat <sup>*</sup>, Jonathan May, Kevin Knight, Daniel Marcu</span><br>
<span class"pub-authors"><a class="code" href="http://cs.utexas.edu/%7Eeunsol/files/papers/lrec16_poster.pdf">[Poster]</a><a class="code" href="https://github.com/isi-nlp/mt_lit_lrec16">[Code]</a></span>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/acl2015.pdf">Scalable Semantic Parsing With Partial Ontologies</a> <span class="venue">ACL 15 long</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong>, <a class="ppl" href="https://ai.google/research/people/105075">Tom Kwiatkowski</a> and Luke Zettlemoyer</span>
<span class"pub-authors"><a class="code" href="http://cs.utexas.edu/%7Eeunsol/files/papers/ckz_acl15_slides.pdf">[Slides]</a><a class="code" href="https://storage.googleapis.com/eunsol_research_dataset/acl15_ckz_data.tar.gz">[Data (414MB)]</a></span>
</li>
<li>
<a class="pub-title" href="http://cs.utexas.edu/%7Eeunsol/files/papers/emnlp2013.pdf">Scaling Semantic Parsers with On-the-Fly Ontology Matching</a> <span class="venue">EMNLP 13 long</span><br>
<span class"pub-authors"><a class="ppl" href="https://ai.google/research/people/105075/">Tom Kwiatkowski</a>, <strong>Eunsol Choi</strong>, <a class="ppl" href="https://yoavartzi.com/">Yoav Artzi</a> and Luke Zettlemoyer</span><br>
<span class"pub-authors"><a class="code" href="http://cs.utexas.edu/%7Eeunsol/files/papers/emnlp2013slides.pdf">[Slides]</a></span>
</li>
<li>
<a class="pub-title" href="https://cs.utexas.edu/~eunsol/files/papers/exprom2012.pdf">Hedge detection as a lens on framing in the GMO debates: A position paper</a> <span class="venue">ACL 12 workshop</span><br>
<span class"pub-authors"><strong>Eunsol Choi</strong>, <a class="ppl" href="https://chenhaot.com/">Chenhao Tan</a>, Lillian Lee, Cristian Danescu-Niculescu-Mizil, Jennifer Spindel</span><br>
<span class"pub-authors"><a class="code" href="https://confluence.cornell.edu/display/llresearch/HedgingFramingGMOs">Project Page [Data / Slides]</a></span>
</li>
</ul>
<h3 id="teaching">Teaching</h3>
<ul class="teaching-list">
<li><a href="../courses/cs3033_sp25.html">Spring 2025: CSCI-GA.3033-116 Special Topics: Emerging Topics in Natural Language Processing (grad)</a></li>
<li><a href="../courses/cs395t.html">UT Fall 2023: CS 395T Topics in Natural Language Processing (grad)</a></li>
<li><a href="../courses/cs378_sp23/">UT Spring 2021-23: CS 378 Natural Language Processing (undergrad)</a></li>
<li><a href="../courses/cs388_fa21/">UT Fall 2021: CS 388 Natural Language Processing (grad)</a></li>
<li><a href="../courses/cs395t_fa20/index.html">UT Fall 2020: CS 395T Topics in Natural Language Processing (grad)</a></li>
</ul>
<h3 id="service">Service</h3>
<ul class="service-list">
<li>Workshop Co-chair, ACL 2024, AKBC 2021</li>
<li>Program Co-chair, COLM 2025, AKBC 2022</li>
<li>Organizing Committee, Rising Stars in EECS 2022</li>
<li>Publicity Co-chair, EMNLP 2022</li>
<li>Best Paper Committee, ICLR 2024</li>
<li>Senior Area Chair, EMNLP 2021,2, ACL 2023</li>
<li>Area Chair, EMNLP 2019, ACL 2020, EMNLP 2020, NeurIPS 2021 (benchmark track), ICML 2023-24, COLM 2024</li>
<li>Action Editor, ARR</li>
<li>Standing Reviewer, TACL, CL, TMLR</li>
<li>Reviewer, ACL, EMNLP, NeurIPS, ICLR, ICML, AKBC, and some related workshops occassionally (please see my CV).</li>
<li>Workshop co-organizer, Workshop on Machine Reading for Question Answering, ACL 2018, EMNLP 2019, EMNLP 2021</li>
<li>Efficient QA Workshop, NeurIPS 2020</li>
<li>Faculty mentor, <a href="https://www.cs.utexas.edu/~gwc/">UT Graduate Women and Gender Minorities in Computing</a>, 23-24</li>
<li>Co-organizer, <a href="https://risingstars.utexas.edu/">Rising stars in EECS 2022</a> </li>
</ul>
<h3 id="alumni">Alumni</h3>
<ul class="member-list">
<li><a href='https://jifan-chen.github.io/'>Jifan Chen</a> (w/ <a href='https://www.cs.utexas.edu/~gdurrett/'>Greg Durrett</a>) <span class=member-meta> CS Ph.D Summer 2023 → Amazon AWS </span></li>
<li><a href='https://www.cs.utexas.edu/~yasumasa/'>Yasumasa Onoe</a> (w/ <a href='https://www.cs.utexas.edu/~gdurrett/'>Greg Durrett</a>) <span class='member-meta'> CS Ph.D Summer 2023 → Google Research</span></li>
<li>Anirudh Srinivasan<span class='member-meta'>CS Masters, 2022 → Tenstorrent Inc. </span></li>
<li>Hung-ting Chen<span class='member-meta'>CS Masters, 2022 → UT PhD</span></li>
<li>Pranav Atreya<span class='member-meta'>CS Undergrad Thesis, 2023 → Berkeley PhD</span></li>
<li>Abhilash Potluri<span class='member-meta'>CS Undergrad Thesis, 2022 → UIUC Masters</span></li>
<li>Rishi Salem (w/ <a href='https://www.cs.utexas.edu/~harwath/'>David Harwarth</a>)<span class='member-meta'>CS Masters Summer 2023</span></li>
<li><a href="https://shankarp8.github.io/">Shankar Padmanabhan</a><span class='member-meta'>UT Undergraduate → Cornell PhD</span></li>
<li><a href="https://lilys012.github.io/">Yoonsang Lee</a><span class='member-meta'>Visiting Student (Fa23-Sp24)</span></li>
<li><a href="https://younghanstark.github.io/">Younghan Park</a><span class='member-meta'>Visiting Student (Fa23-Sp24)</span></li>
<li>Doeun Lee<span class='member-meta'>UT CS Undergraduate (Su23-Sp24) → OSU Masters</span></li>
</ul>
<h3 id="personal">Personal</h3>
<audio id="korean" src="./files/pronun_korean.mp3"></audio>
<audio id="english" src="./files/pronun_english.mp3"></audio>
<p class="small">
My name (은솔) means soft, persistent love in ancient Korean (or at least my father claims so). I use she/her pronoun. Here is my voice clips to help you pronounce my names: Korean version: <a href="#" onclick="play('korean');">[<i class="fa fa-fw fa-play"></i>]</a> Easier version: <a href="#" onclick="play('english');">[<i class="fa fa-fw fa-play"></i>]</a><br>
I am fortunate to embark my NLP journey at Cornell as an undergraduate with <a href="http://www.cs.cornell.edu/home/llee/">Lillian Lee</a>.<br></p>
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<p>Last updated: Jan 2025</p>
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