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+title: Best Papers
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+permalink: /program/best_papers/
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+--- 
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+This page lists all the awards and honorable mentions, as well as demo track and SRW awards. We congratulate everybody who was considered for the award!
+
+# Best Paper Awards
+
+- Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning<br/>
+_Lean Wang, Lei Li, Damai Dai, Deli Chen, Hao Zhou, Fandong Meng, Jie Zhou and Xu Sun_
+
+- Faster Minimum Bayes Risk Decoding with Confidence-based Pruning<br/>
+_Julius Cheng and Andreas Vlachos_
+
+- Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs Through a Global Prompt Hacking Competition<br/>
+_Sander V Schulhoff, Jeremy Pinto, Anaum Khan, Louis-François Bouchard, Chenglei Si, Svetlina Anati, Valen Tagliabue, Anson Liu Kost, Christopher R Carnahan and Jordan Lee Boyd-Graber_
+
+- PaperMage: A Unified Toolkit for Processing, Representing, and Manipulating Visually-Rich Scientific Documents<br/>
+_Kyle Lo, Zejiang Shen, Benjamin Newman, Joseph Chee Chang, Russell Authur, Erin Bransom, Stefan Candra, Yoganand Chandrasekhar, Regan Huff, Bailey Kuehl, Amanpreet Singh, Chris Wilhelm, Angele Zamarron, Marti A. Hearst, Daniel Weld, Doug Downey and Luca Soldaini _
+
+- Personalized Dense Retrieval on Global Index for Voice-enabled Conversational Systems<br/>
+_Masha Belyi, Charlotte Dzialo, Chaitanya Dwivedi, Prajit Reddy Muppidi and Kanna Shimizu_
+
+
+# Outstanding Papers
+
+- LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers<br/> _Theo X. Olausson, Alex Gu, Ben Lipkin, Cedegao E. Zhang, Armando Solar-Lezama, Joshua B. Tenenbaum and Roger P. Levy_
+- Toward a Critical Toponymy Framework for Named Entity Recognition: A Case Study of Airbnb in New York City<br/> _Mikael Brunila, Jack LaViolette, Sky CH-Wang, Priyanka Verma, Clara Féré and Grant McKenzie_
+- SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization<br/> _Hyunwoo Kim, Jack Hessel, Liwei Jiang, Peter West, Ximing Lu, Youngjae Yu, Pei Zhou, Ronan Le Bras, Malihe Alikhani, Gunhee Kim, Maarten Sap and Yejin Choi_
+- Incorporating Worker Perspectives into MTurk Annotation Practices for NLP<br/> _Olivia Huang, Eve Fleisig and Dan Klein_
+- Physician Detection of Clinical Harm in Machine Translation: Quality Estimation Aids in Reliance and Backtranslation Identifies Critical Errors<br/> _Nikita Mehandru, Sweta Agrawal, Yimin Xiao, Ge Gao, Elaine C Khoong, Marine Carpuat and Niloufar Salehi_
+- Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction<br/> _Ji Qi, Chuchun Zhang, Xiaozhi Wang, Kaisheng Zeng, Jifan Yu, Jinxin Liu, Lei Hou, Juanzi Li and Xu Bin_
+- Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents<br/> _Weiwei Sun, Lingyong Yan, Xinyu Ma, Shuaiqiang Wang, Pengjie Ren, Zhumin Chen, Dawei Yin and Zhaochun Ren_
+- Unraveling Feature Extraction Mechanisms in Neural Networks<br/> _Xiaobing Sun, Jiaxi Li and Wei Lu_
+- ViPE: Visualise Pretty-much Everything<br/> _Hassan Shahmohammadi, Adhiraj Ghosh and Hendrik Lensch_
+- Revisiting the Optimality of Word Lengths<br/> _Tiago Pimentel, Clara Meister, Ethan Wilcox, Kyle Mahowald and Ryan Cotterell_
+- Language Model Quality Correlates with Psychometric Predictive Power in Multiple Languages<br/> _Ethan Wilcox, Clara Meister, Ryan Cotterell and Tiago Pimentel_
+- FedID: Federated Interactive Distillation for Large-Scale Pretraining Language Models<br/> _Xinge Ma, Jiangming Liu, Jin Wang and Xuejie Zhang_
+- Ties Matter: Meta-Evaluating Modern Metrics with Pairwise Accuracy and Tie Calibration<br/> _Daniel Deutsch, George Foster and Markus Freitag_
+- Cross-Lingual Consistency of Factual Knowledge in Multilingual Language Models<br/> _Jirui Qi, Raquel Fernández and Arianna Bisazza_
+- Look-back Decoding for Open-Ended Text Generation<br/> _Nan Xu, Chunting Zhou, Asli Celikyilmaz and Xuezhe Ma_
+- Text Embeddings Reveal (Almost) As Much As Text<br/> _John Xavier Morris, Volodymyr Kuleshov, Vitaly Shmatikov and Alexander M Rush_
+- Understanding Compositional Data Augmentation in Typologically Diverse Morphological Inflection<br/> _Farhan Samir and Miikka Silfverberg_
+- IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions<br/> _Wenhao Yu, Meng Jiang, Peter Clark and Ashish Sabharwal_
+- Counter Turing Test (CT2): AI-Generated Text Detection is Not as Easy as You May Think - Introducing AI Detectability Index (ADI)<br/> _Megha Chakraborty, S.M Towhidul Islam Tonmoy, S M Mehedi Zaman, Shreya Gautam, Tanay Kumar, Krish Sharma, Niyar R Barman, Chandan Gupta, Vinija Jain, Aman Chadha, Amit P. Sheth and Amitava Das_
+- Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional Operations<br/> _James Y. Huang, Wenlin Yao, Kaiqiang Song, Hongming Zhang, Muhao Chen and Dong Yu_
+- The Sentiment Problem: A Critical Survey towards Deconstructing Sentiment Analysis<br/> _Pranav Narayanan Venkit, Mukund Srinath, Sanjana Gautam, Saranya Venkatraman, Vipul Gupta, Rebecca J. Passonneau and Shomir Wilson_
+- Homophone Disambiguation Reveals Patterns of Context Mixing in Speech Transformers<br/> _Hosein Mohebbi, Grzegorz Chrupała, Willem Zuidema and Afra Alishahi_
+- Background Summarization of Event Timelines<br/> _Adithya Pratapa, Kevin Small and Markus Dreyer_
+- Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective<br/> _Tianyu Liu, Afra Amini, Mrinmaya Sachan and Ryan Cotterell_
+- Joint Dialogue Topic Segmentation and Categorization: A Case Study on Clinical Spoken Conversations<br/> _Zhengyuan Liu, Siti Umairah Md Salleh, Hong Choon Oh, Pavitra Krishnaswamy and Nancy Chen_