Peer-reviewed Publications

Please see Google Scholar and Semantic Scholar for an updated list of publications.
  1. [ICLR]

    2024

    Learning Performance Improving Code Edits Alexander Shypula*, Aman Madaan*, Yimeng Zhang, Uri Alon, Milad Hashemi, Parthasarathy Ranganathan, Yiming Yang, Graham Neubig, Amir Yazdanbakhsh ICLR 2024 [] [pdf] [code]
  2. [EMNLP]

    2023

    What Makes Chain-of-Thought Prompting Effective? A Counterfactual Study Aman Madaan, Katherine Hermann, Amir Yazdanbakhsh EMNLP (Findings) 2023 [] [pdf]
  3. [EMNLP]

    2023

    Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs Pranjal Aggarwal, Aman Madaan, Yiming Yang, Mausam EMNLP 2023 [] [pdf] [code]
  4. [NeurIPS]

    2023

    Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan, Niket Tandon, Prakhar Gupta, Skyler Hallinan, Luyu Gao, Sarah Wiegreffe, Uri Alon, Nouha Dziri, Shrimai Prabhumoye, Yiming Yang, Sean Welleck, Bodhisattwa Prasad Majumder, Shashank Gupta, Amir Yazdanbakhsh, Peter Clark. Conference on Neural Information Processing Systems [] [pdf] [code]
  5. [TACL]

    2023

    Bridging the gap: A survey on integrating (human) feedback for natural language generation Patrick Fernandes, Aman Madaan, Emmy Liu, António Farinhas, Pedro Henrique Martins, Amanda Bertsch, José G. C. de Souza, Shuyan Zhou, Tongshuang Wu, Graham Neubig, André F. T. Martins Transactions of the Association for Computational Linguistics, to be presented at EMNLP 2023 [] [pdf]
  6. [ICML]

    2023

    PAL: Program-aided Language Models Luyu Gao*, Aman Madaan*, Shuyan Zhou*, Uri Alon, Pengfei Liu, Yiming Yang, Jamie Callan, Graham Neubig International Conference on Machine Learning [] [pdf] [code]
  7. [EMNLP]

    2022

    Language Models of Code are Few-Shot Commonsense Learners Aman Madaan, Shuyan Zhou, Uri Alon, Yiming Yang, Graham Neubig EMNLP 2022 [] [pdf] [code] [talk]
  8. [EMNLP]

    2022

    Conditional set generation using Seq2seq models Aman Madaan, Dheeraj Rajagopal, Niket Tandon, Yiming Yang, and Antoine Bosselut EMNLP 2022 [] [pdf]
  9. [EMNLP]

    2022

    Memory-assisted prompt editing to improve GPT-3 after deployment Aman Madaan*, Niket Tandon*, Peter Clark, and Yiming Yang EMNLP 2022 [] [pdf] [code] [blog] [talk]
  10. [Dynn@ICML]

    2022

    FLOWGEN: Fast and slow graph generation Aman Madaan and Yiming Yang Dynamic Neural Networks Workshop at ICML 2022 [] [pdf]
  11. [NAACL]

    2022

    Learning to Repair: Repairing model output errors after deployment using a dynamic memory of feedback Niket Tandon*, Aman Madaan*, Peter Clark, and Yiming Yang NAACL 2022 (Findings) [] [pdf] [code]
  12. [CSRR@ACL]

    2022

    CURIE: An Iterative Querying Approach for Reasoning About Situations Aman Madaan*, Dheeraj Rajagopal*, Yiming Yang, Abhilasha Ravichander, Eduard Hovy, and Shrimai Prabhumoye. Workshop on Commonsense Representation and Reasoning (CSRR) @ ACL 2022 [] [pdf] [code]
  13. [EMNLP]

    2021

    Think about it! Improving defeasible reasoning by first modeling the question scenario Aman Madaan, Niket Tandon, Dheeraj Rajagopal, Peter Clark, Yiming Yang, and Eduard Hovy EMNLP 2021 [] [pdf] [code]
  14. [ACL]

    2021

    Could you give me a hint? Generating inference graphs for defeasible reasoning Aman Madaan*, Dheeraj Rajagopal*, Niket Tandon*, Yiming Yang, and Eduard Hovy ACL 2021 (Findings) [] [pdf] [code] [talk]
  15. [NAACL]

    2021

    Neural language modeling for contextualized temporal graph generation Aman Madaan and Yiming Yang NAACL 2021 [] [pdf] [code] [talk] [tldr]
  16. [ASRU]

    2021

    Towards Using Heterogeneous Relation Graphs for End-to-End TTS Amrith Setlur*, Aman Madaan*, Tanmay Parekh*, Yiming Yang, and Alan W. Black ASRU 2021 [] [pdf]
  17. [ACL]

    2020

    Politeness Transfer: A Tag and Generate Approach Aman Madaan*, Amrith Setlur*, Tanmay Parekh*, Barnabas Poczos, Graham Neubig, Yiming Yang, Ruslan Salakhutdinov, Alan W. Black, and Shrimai Prabhumoye. ACL 2020 [] [pdf] [code] [talk]
  18. [PML4DC@ICLR]

    2020

    Practical Comparable Data Collection for Low-Resource Languages via Images Aman Madaan, Shruti Rijhwani, Antonios Anastasopoulos, Yiming Yang, and Graham Neubig Proceedings of the Practical ML for Developing Countries Workshop, ICLR 2020 [] [pdf] [code] [talk]
  19. [AAAI]

    2016

    Numerical Relation Extraction with Minimal Supervision Aman Madaan, Ashish Mittal, Mausam, Ganesh Ramakrishnan, and Sunita Sarawagi AAAI 2016 [] [pdf] [talk] [publication]