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Understanding Stereotypes in Language Models: Towards Robust Measurement and Zero-Shot Debiasing


Dec 20, 2022
Justus Mattern, Zhijing Jin, Mrinmaya Sachan, Rada Mihalcea, Bernhard Schölkopf

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Distilling Multi-Step Reasoning Capabilities of Large Language Models into Smaller Models via Semantic Decompositions


Dec 01, 2022
Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan

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Automatic Generation of Socratic Subquestions for Teaching Math Word Problems


Nov 23, 2022
Kumar Shridhar, Jakub Macina, Mennatallah El-Assady, Tanmay Sinha, Manu Kapur, Mrinmaya Sachan

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* Kumar Shridhar and Jakub Macina contributed equally to this work. Accepted at the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022). Code available: https://github.com/eth-nlped/scaffolding-generation 

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Autoregressive Structured Prediction with Language Models


Nov 17, 2022
Tianyu Liu, Yuchen Jiang, Nicholas Monath, Ryan Cotterell, Mrinmaya Sachan

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* EMNLP 2022 (findings) 

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Beyond prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations


Oct 29, 2022
Yu Fei, Ping Nie, Zhao Meng, Roger Wattenhofer, Mrinmaya Sachan

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* Accepted to EMNLP 2022 

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Differentially Private Language Models for Secure Data Sharing


Oct 26, 2022
Justus Mattern, Zhijing Jin, Benjamin Weggenmann, Bernhard Schoelkopf, Mrinmaya Sachan

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* Accepted at EMNLP 2022 

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Investigating the Role of Centering Theory in the Context of Neural Coreference Resolution Systems


Oct 26, 2022
Yuchen Eleanor Jiang, Ryan Cotterell, Mrinmaya Sachan

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* 11 pages 

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A Bilingual Parallel Corpus with Discourse Annotations


Oct 26, 2022
Yuchen Eleanor Jiang, Tianyu Liu, Shuming Ma, Dongdong Zhang, Mrinmaya Sachan, Ryan Cotterell

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* 4 pages 

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Adapters for Enhanced Modeling of Multilingual Knowledge and Text


Oct 26, 2022
Yifan Hou, Wenxiang Jiao, Meizhen Liu, Carl Allen, Zhaopeng Tu, Mrinmaya Sachan

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* Our code, models, and data (e.g., integration corpus and extended datasets) are available: https://github.com/yifan-h/Multilingual_Space 

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