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Towards Teachable Reasoning Systems



Bhavana Dalvi , Oyvind Tafjord , Peter Clark


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What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment



Matthew Finlayson , Kyle Richardson , Ashish Sabharwal , Peter Clark


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NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks



Swaroop Mishra , Arindam Mitra , Neeraj Varshney , Bhavdeep Sachdeva , Peter Clark , Chitta Baral , Ashwin Kalyan

* ACL 2022 

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Memory-assisted prompt editing to improve GPT-3 after deployment



Aman Madaan , Niket Tandon , Peter Clark , Yiming Yang


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Improving scripts with a memory of natural feedback



Niket Tandon , Aman Madaan , Peter Clark , Yiming Yang


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DREAM: Uncovering Mental Models behind Language Models



Yuling Gu , Bhavana Dalvi Mishra , Peter Clark


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Interscript: A dataset for interactive learning of scripts through error feedback



Niket Tandon , Aman Madaan , Peter Clark , Keisuke Sakaguchi , Yiming Yang

* AAAI'22-Workshop on Interactive Machine Learning 

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How Much Coffee Was Consumed During EMNLP 2019? Fermi Problems: A New Reasoning Challenge for AI



Ashwin Kalyan , Abhinav Kumar , Arjun Chandrasekaran , Ashish Sabharwal , Peter Clark

* Accepted for publication at EMNLP 2021, 11 pages, 5 tables, 4 figures 

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Think about it! Improving defeasible reasoning by first modeling the question scenario



Aman Madaan , Niket Tandon , Dheeraj Rajagopal , Peter Clark , Yiming Yang , Eduard Hovy

* EMNLP 2021 

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BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief



Nora Kassner , Oyvind Tafjord , Hinrich Schütze , Peter Clark

* EMNLP 2021 Camera Ready. arXiv admin note: substantial text overlap with arXiv:2104.08401 

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