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Soumya Sanyal

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Minds versus Machines: Rethinking Entailment Verification with Language Models

Feb 06, 2024
Soumya Sanyal, Tianyi Xiao, Jiacheng Liu, Wenya Wang, Xiang Ren

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SCORE: A framework for Self-Contradictory Reasoning Evaluation

Nov 16, 2023
Ziyi Liu, Isabelle Lee, Yongkang Du, Soumya Sanyal, Jieyu Zhao

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Faith and Fate: Limits of Transformers on Compositionality

Jun 01, 2023
Nouha Dziri, Ximing Lu, Melanie Sclar, Xiang Lorraine Li, Liwei Jiang, Bill Yuchen Lin, Peter West, Chandra Bhagavatula, Ronan Le Bras, Jena D. Hwang, Soumya Sanyal, Sean Welleck, Xiang Ren, Allyson Ettinger, Zaid Harchaoui, Yejin Choi

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PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning

May 31, 2023
Faeze Brahman, Chandra Bhagavatula, Valentina Pyatkin, Jena D. Hwang, Xiang Lorraine Li, Hirona J. Arai, Soumya Sanyal, Keisuke Sakaguchi, Xiang Ren, Yejin Choi

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APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning

Dec 19, 2022
Soumya Sanyal, Yichong Xu, Shuohang Wang, Ziyi Yang, Reid Pryzant, Wenhao Yu, Chenguang Zhu, Xiang Ren

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Generate rather than Retrieve: Large Language Models are Strong Context Generators

Sep 29, 2022
Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang

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RobustLR: Evaluating Robustness to Logical Perturbation in Deductive Reasoning

May 25, 2022
Soumya Sanyal, Zeyi Liao, Xiang Ren

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FaiRR: Faithful and Robust Deductive Reasoning over Natural Language

Mar 19, 2022
Soumya Sanyal, Harman Singh, Xiang Ren

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Discretized Integrated Gradients for Explaining Language Models

Aug 31, 2021
Soumya Sanyal, Xiang Ren

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