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ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction


Dec 16, 2021
Keshav Santhanam, Omar Khattab, Jon Saad-Falcon, Christopher Potts, Matei Zaharia

* Preprint. Omar and Keshav contributed equally to this work 

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Causal Distillation for Language Models


Dec 05, 2021
Zhengxuan Wu, Atticus Geiger, Josh Rozner, Elisa Kreiss, Hanson Lu, Thomas Icard, Christopher Potts, Noah D. Goodman

* 7 pages, 2 figures 

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Inducing Causal Structure for Interpretable Neural Networks


Dec 01, 2021
Atticus Geiger, Zhengxuan Wu, Hanson Lu, Josh Rozner, Elisa Kreiss, Thomas Icard, Noah D. Goodman, Christopher Potts


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Hindsight: Posterior-guided training of retrievers for improved open-ended generation


Oct 21, 2021
Ashwin Paranjape, Omar Khattab, Christopher Potts, Matei Zaharia, Christopher D. Manning


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ReaSCAN: Compositional Reasoning in Language Grounding


Sep 18, 2021
Zhengxuan Wu, Elisa Kreiss, Desmond C. Ong, Christopher Potts

* NeurIPS 2021 (Dataset and Benchmarks Track) 
* 26 pages, 8 figures 

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On the Opportunities and Risks of Foundation Models


Aug 18, 2021
Rishi Bommasani, Drew A. Hudson, Ehsan Adeli, Russ Altman, Simran Arora, Sydney von Arx, Michael S. Bernstein, Jeannette Bohg, Antoine Bosselut, Emma Brunskill, Erik Brynjolfsson, Shyamal Buch, Dallas Card, Rodrigo Castellon, Niladri Chatterji, Annie Chen, Kathleen Creel, Jared Quincy Davis, Dora Demszky, Chris Donahue, Moussa Doumbouya, Esin Durmus, Stefano Ermon, John Etchemendy, Kawin Ethayarajh, Li Fei-Fei, Chelsea Finn, Trevor Gale, Lauren Gillespie, Karan Goel, Noah Goodman, Shelby Grossman, Neel Guha, Tatsunori Hashimoto, Peter Henderson, John Hewitt, Daniel E. Ho, Jenny Hong, Kyle Hsu, Jing Huang, Thomas Icard, Saahil Jain, Dan Jurafsky, Pratyusha Kalluri, Siddharth Karamcheti, Geoff Keeling, Fereshte Khani, Omar Khattab, Pang Wei Kohd, Mark Krass, Ranjay Krishna, Rohith Kuditipudi, Ananya Kumar, Faisal Ladhak, Mina Lee, Tony Lee, Jure Leskovec, Isabelle Levent, Xiang Lisa Li, Xuechen Li, Tengyu Ma, Ali Malik, Christopher D. Manning, Suvir Mirchandani, Eric Mitchell, Zanele Munyikwa, Suraj Nair, Avanika Narayan, Deepak Narayanan, Ben Newman, Allen Nie, Juan Carlos Niebles, Hamed Nilforoshan, Julian Nyarko, Giray Ogut, Laurel Orr, Isabel Papadimitriou, Joon Sung Park, Chris Piech, Eva Portelance, Christopher Potts, Aditi Raghunathan, Rob Reich, Hongyu Ren, Frieda Rong, Yusuf Roohani, Camilo Ruiz, Jack Ryan, Christopher Ré, Dorsa Sadigh, Shiori Sagawa, Keshav Santhanam, Andy Shih, Krishnan Srinivasan, Alex Tamkin, Rohan Taori, Armin W. Thomas, Florian Tramèr, Rose E. Wang, William Wang, Bohan Wu, Jiajun Wu, Yuhuai Wu, Sang Michael Xie, Michihiro Yasunaga, Jiaxuan You, Matei Zaharia, Michael Zhang, Tianyi Zhang, Xikun Zhang, Yuhui Zhang, Lucia Zheng, Kaitlyn Zhou, Percy Liang

* Authored by the Center for Research on Foundation Models (CRFM) at the Stanford Institute for Human-Centered Artificial Intelligence (HAI) 

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Causal Abstractions of Neural Networks


Jun 06, 2021
Atticus Geiger, Hanson Lu, Thomas Icard, Christopher Potts


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Dynaboard: An Evaluation-As-A-Service Platform for Holistic Next-Generation Benchmarking


May 21, 2021
Zhiyi Ma, Kawin Ethayarajh, Tristan Thrush, Somya Jain, Ledell Wu, Robin Jia, Christopher Potts, Adina Williams, Douwe Kiela


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Decrypting Cryptic Crosswords: Semantically Complex Wordplay Puzzles as a Target for NLP


Apr 17, 2021
Josh Rozner, Christopher Potts, Kyle Mahowald


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Identifying the Limits of Cross-Domain Knowledge Transfer for Pretrained Models


Apr 17, 2021
Zhengxuan Wu, Nelson F. Liu, Christopher Potts

* 16 pages, 5 figures, preprint 

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Concadia: Tackling image accessibility with context


Apr 16, 2021
Elisa Kreiss, Noah D. Goodman, Christopher Potts


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Dynabench: Rethinking Benchmarking in NLP


Apr 07, 2021
Douwe Kiela, Max Bartolo, Yixin Nie, Divyansh Kaushik, Atticus Geiger, Zhengxuan Wu, Bertie Vidgen, Grusha Prasad, Amanpreet Singh, Pratik Ringshia, Zhiyi Ma, Tristan Thrush, Sebastian Riedel, Zeerak Waseem, Pontus Stenetorp, Robin Jia, Mohit Bansal, Christopher Potts, Adina Williams

* NAACL 2021 

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Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval


Jan 02, 2021
Omar Khattab, Christopher Potts, Matei Zaharia


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DynaSent: A Dynamic Benchmark for Sentiment Analysis


Dec 30, 2020
Christopher Potts, Zhengxuan Wu, Atticus Geiger, Douwe Kiela


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Relevance-guided Supervision for OpenQA with ColBERT


Jul 01, 2020
Omar Khattab, Christopher Potts, Matei Zaharia


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Modeling subjective assessments of guilt in newspaper crime narratives


Jun 17, 2020
Elisa Kreiss, Zijian Wang, Christopher Potts


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Relational reasoning and generalization using non-symbolic neural networks


Jun 16, 2020
Atticus Geiger, Alexandra Carstensen, Michael C. Frank, Christopher Potts


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Use of Machine Translation to Obtain Labeled Datasets for Resource-Constrained Languages


May 01, 2020
Emrah Budur, Rıza Özçelik, Tunga Güngör, Christopher Potts

* Fixed the rendering problem of the Turkish characters (e.g. Table 2) 

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Modular Representation Underlies Systematic Generalization in Neural Natural Language Inference Models


Apr 30, 2020
Atticus Geiger, Kyle Richardson, Christopher Potts


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Pragmatic Issue-Sensitive Image Captioning


Apr 29, 2020
Allen Nie, Reuben Cohn-Gordon, Christopher Potts


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Communication-based Evaluation for Natural Language Generation


Oct 11, 2019
Benjamin Newman, Reuben Cohn-Gordon, Christopher Potts

* 11 pages, 2 figures, SCiL, camera-ready - clarified certain points, updated acknowledgements 

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TalkDown: A Corpus for Condescension Detection in Context


Sep 25, 2019
Zijian Wang, Christopher Potts

* To appear at EMNLP-IJCNLP 2019 

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Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints


Mar 31, 2019
Bruno Godefroy, Christopher Potts


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Effective Feature Representation for Clinical Text Concept Extraction


Oct 31, 2018
Yifeng Tao, Bruno Godefroy, Guillaume Genthial, Christopher Potts


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