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Srinivasan Iyer
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OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization


Dec 28, 2022
Srinivasan Iyer, Xi Victoria Lin, Ramakanth Pasunuru, Todor Mihaylov, Daniel Simig, Ping Yu, Kurt Shuster, Tianlu Wang, Qing Liu, Punit Singh Koura, Xian Li, Brian O'Horo, Gabriel Pereyra, Jeff Wang, Christopher Dewan, Asli Celikyilmaz, Luke Zettlemoyer, Ves Stoyanov

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* 55 pages 
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Complementary Explanations for Effective In-Context Learning


Nov 25, 2022
Xi Ye, Srinivasan Iyer, Asli Celikyilmaz, Ves Stoyanov, Greg Durrett, Ramakanth Pasunuru

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Efficient Large Scale Language Modeling with Mixtures of Experts


Dec 20, 2021
Mikel Artetxe, Shruti Bhosale, Naman Goyal, Todor Mihaylov, Myle Ott, Sam Shleifer, Xi Victoria Lin, Jingfei Du, Srinivasan Iyer, Ramakanth Pasunuru, Giri Anantharaman, Xian Li, Shuohui Chen, Halil Akin, Mandeep Baines, Louis Martin, Xing Zhou, Punit Singh Koura, Brian O'Horo, Jeff Wang, Luke Zettlemoyer, Mona Diab, Zornitsa Kozareva, Ves Stoyanov

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Do Language Models Have Beliefs? Methods for Detecting, Updating, and Visualizing Model Beliefs


Nov 26, 2021
Peter Hase, Mona Diab, Asli Celikyilmaz, Xian Li, Zornitsa Kozareva, Veselin Stoyanov, Mohit Bansal, Srinivasan Iyer

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* 19 pages 
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EASE: Extractive-Abstractive Summarization with Explanations


May 14, 2021
Haoran Li, Arash Einolghozati, Srinivasan Iyer, Bhargavi Paranjape, Yashar Mehdad, Sonal Gupta, Marjan Ghazvininejad

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FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation


Dec 31, 2020
Kushal Lakhotia, Bhargavi Paranjape, Asish Ghoshal, Wen-tau Yih, Yashar Mehdad, Srinivasan Iyer

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Human Evaluation of Spoken vs. Visual Explanations for Open-Domain QA


Dec 30, 2020
Ana Valeria Gonzalez, Gagan Bansal, Angela Fan, Robin Jia, Yashar Mehdad, Srinivasan Iyer

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* pre-print 
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RECONSIDER: Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering


Oct 21, 2020
Srinivasan Iyer, Sewon Min, Yashar Mehdad, Wen-tau Yih

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Efficient One-Pass End-to-End Entity Linking for Questions


Oct 06, 2020
Belinda Z. Li, Sewon Min, Srinivasan Iyer, Yashar Mehdad, Wen-tau Yih

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* 9 pages, EMNLP 2020 
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DeLighT: Very Deep and Light-weight Transformer


Aug 03, 2020
Sachin Mehta, Marjan Ghazvininejad, Srinivasan Iyer, Luke Zettlemoyer, Hannaneh Hajishirzi

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* 16 pages including references and appendix 
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