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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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STRUDEL: Structured Dialogue Summarization for Dialogue Comprehension


Dec 24, 2022
Borui Wang, Chengcheng Feng, Arjun Nair, Madelyn Mao, Jai Desai, Asli Celikyilmaz, Haoran Li, Yashar Mehdad, Dragomir Radev

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* EMNLP 2022 

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Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences


Dec 19, 2022
Asish Ghoshal, Arash Einolghozati, Ankit Arun, Haoran Li, Lili Yu, Yashar Mehdad, Scott Wen-tau Yih, Asli Celikyilmaz

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MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation


Dec 16, 2022
Swarnadeep Saha, Xinyan Velocity Yu, Mohit Bansal, Ramakanth Pasunuru, Asli Celikyilmaz

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* 22 pages (9 figures, 18 tables) 

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ALERT: Adapting Language Models to Reasoning Tasks


Dec 16, 2022
Ping Yu, Tianlu Wang, Olga Golovneva, Badr Alkhamissy, Gargi Ghosh, Mona Diab, Asli Celikyilmaz

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ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning


Dec 15, 2022
Olga Golovneva, Moya Chen, Spencer Poff, Martin Corredor, Luke Zettlemoyer, Maryam Fazel-Zarandi, Asli Celikyilmaz

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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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ED-FAITH: Evaluating Dialogue Summarization on Faithfulness


Nov 15, 2022
Sicong Huang, Asli Celikyilmaz, Haoran Li

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Structural Biases for Improving Transformers on Translation into Morphologically Rich Languages


Aug 11, 2022
Paul Soulos, Sudha Rao, Caitlin Smith, Eric Rosen, Asli Celikyilmaz, R. Thomas McCoy, Yichen Jiang, Coleman Haley, Roland Fernandez, Hamid Palangi, Jianfeng Gao, Paul Smolensky

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* Proceedings of the 4th Workshop on Technologies for MT of Low Resource Languages (LoResMT2021) 
* Revised edition to 4th Workshop on Technologies for MT of Low Resource Languages 

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ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection


May 25, 2022
Badr AlKhamissi, Faisal Ladhak, Srini Iyer, Ves Stoyanov, Zornitsa Kozareva, Xian Li, Pascale Fung, Lambert Mathias, Asli Celikyilmaz, Mona Diab

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* Preprint 

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