Shortcut Learning of Large Language Models in Natural Language
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Shortcut Learning of Large Language Models in Natural Language Understanding

Communications of the ACM (CACM), 2022

25 August 2022

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Papers citing "Shortcut Learning of Large Language Models in Natural Language Understanding"

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Title
Controlling Learned Effects to Reduce Spurious Correlations in Text ClassifiersAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Parikshit Bansal Amit Sharma CML 205 6 0 26 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and BeyondACM Transactions on Knowledge Discovery from Data (TKDD), 2023 Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Helen Zhou LM&MA 405 875 0 26 Apr 2023
Language Model Behavior: A Comprehensive SurveyInternational Conference on Computational Logic (ICCL), 2023 Tyler A. Chang Benjamin Bergen VLM LRM LM&MA 304 135 0 20 Mar 2023
Testing AI on language comprehension tasks reveals insensitivity to underlying meaningScientific Reports (Sci Rep), 2023 Vittoria Dentella Fritz Guenther Elliot Murphy G. Marcus Evelina Leivada ELM 322 50 0 23 Feb 2023
Does Deep Learning Learn to Abstract? A Systematic Probing FrameworkInternational Conference on Learning Representations (ICLR), 2023 Shengnan An Zeqi Lin B. Chen Qiang Fu Nanning Zheng Jian-Guang Lou 182 6 0 23 Feb 2023
DISCO: Distilling Counterfactuals with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Zeming Chen Qiyue Gao Antoine Bosselut Ashish Sabharwal Kyle Richardson 262 44 0 20 Dec 2022
Feature-Level Debiased Natural Language UnderstandingAAAI Conference on Artificial Intelligence (AAAI), 2022 Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Sudipta Singha Roy Yukun Zhao D. Yin Zhaochun Ren 205 12 0 11 Dec 2022
Can Language Representation Models Think in Bets?Royal Society Open Science (RSOS), 2022 Zhi–Bin Tang Mayank Kejriwal 145 7 0 14 Oct 2022
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot LearnersInternational Conference on Learning Representations (ICLR), 2022 Seonghyeon Ye Doyoung Kim Joel Jang Joongbo Shin Minjoon Seo FedML VLM UQCV LRM 371 25 0 06 Oct 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 186 6 0 05 Sep 2022
Rectify ViT Shortcut Learning by Visual SaliencyIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Chong Ma Lin Zhao Yuzhong Chen David Liu Xi Jiang Tuo Zhang Xiaoyan Cai Hongtu Zhu Dajiang Zhu Tianming Liu ViT 175 25 0 17 Jun 2022
Robustness Challenges in Model Distillation and Pruning for Natural Language Understanding Mengnan Du Subhabrata Mukherjee Yu Cheng Milad Shokouhi Helen Zhou Ahmed Hassan Awadallah 202 18 0 16 Oct 2021