Why Machine Reading Comprehension Models Learn Shortcuts?

Why Machine Reading Comprehension Models Learn Shortcuts?

2 June 2021

Papers citing "Why Machine Reading Comprehension Models Learn Shortcuts?"

13 / 13 papers shown

Title
First Heuristic Then Rational: Dynamic Use of Heuristics in Language Model Reasoning Yoichi Aoki Keito Kudo Tatsuki Kuribayashi Shusaku Sone Masaya Taniguchi Keisuke Sakaguchi Kentaro Inui LRM 29 1 0 23 Jun 2024
The pitfalls of next-token prediction Gregor Bachmann Vaishnavh Nagarajan 37 63 0 11 Mar 2024
GLS-CSC: A Simple but Effective Strategy to Mitigate Chinese STM Models' Over-Reliance on Superficial Clue Yanrui Du Sendong Zhao Yuhan Chen Rai Bai Jing Liu Huaqin Wu Haifeng Wang Bing Qin 48 2 0 08 Sep 2023
Make Text Unlearnable: Exploiting Effective Patterns to Protect Personal Data Xinzhe Li Ming Liu Shang Gao MU 40 8 0 02 Jul 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 2 0 23 May 2023
Progressive-Hint Prompting Improves Reasoning in Large Language Models Chuanyang Zheng Zhengying Liu Enze Xie Zhenguo Li Yu Li LLMAG ReLM LRM 41 103 0 19 Apr 2023
Revealing Weaknesses of Vietnamese Language Models Through Unanswerable Questions in Machine Reading Comprehension Son Quoc Tran Phong Nguyen-Thuan Do Kiet Van Nguyen Ngan Luu-Thuy Nguyen 39 0 0 16 Mar 2023
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation Peiyi Wang Yifan Song Tianyu Liu Binghuai Lin Yunbo Cao Sujian Li Zhifang Sui CLL SLR 37 22 0 10 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 415 0 03 Oct 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 35 4 0 05 Sep 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 42 84 0 25 Aug 2022
ShortcutLens: A Visual Analytics Approach for Exploring Shortcuts in Natural Language Understanding Dataset Zhihua Jin Xingbo Wang Furui Cheng Chunhui Sun Qun Liu Huamin Qu 32 9 0 17 Aug 2022
Towards Fine-grained Causal Reasoning and QA Linyi Yang Zhen Wang Yuxiang Wu Jie Yang Yue Zhang 41 15 0 15 Apr 2022