Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA

17 June 2019

Papers citing "Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA"

23 / 23 papers shown

Title
$$\texttt{SAGE}$: A Generic Framework for LLM Safety Evaluation$ $\texttt{SAGE}$ : A Generic Framework for LLM Safety Evaluation Madhur Jindal Hari Shrawgi Parag Agrawal Sandipan Dandapat ELM 47 0 0 28 Apr 2025
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop Data Deren Lei Yaxi Li Siyao Li Mengya Hu Rui Xu Ken Archer Mingyu Wang Emily Ching Alex Deng SyDa HILM LRM 73 1 0 28 Jan 2025
MARS: A neurosymbolic approach for interpretable drug discovery L. Delong Yojana Gadiya Paola Galdi Jacques D. Fleuriot Daniel Domingo-Fernández 129 2 0 02 Oct 2024
Break the Chain: Large Language Models Can be Shortcut Reasoners Mengru Ding Hanmeng Liu Zhizhang Fu Jian Song Wenbo Xie Yue Zhang KELM LRM 36 7 0 04 Jun 2024
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 49 51 0 26 Mar 2023
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 44 7 0 12 Feb 2023
How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Xanh Ho Saku Sugawara Akiko Aizawa 28 2 0 11 Oct 2022
Understanding and Improving Zero-shot Multi-hop Reasoning in Generative Question Answering Zhengbao Jiang Jun Araki Haibo Ding Graham Neubig LRM 35 10 0 09 Oct 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 231 446 0 23 Aug 2022
Efficient Long-Text Understanding with Short-Text Models Maor Ivgi Uri Shaham Jonathan Berant VLM 27 75 0 01 Aug 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 39 97 0 03 Jun 2022
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Xiyang Dai ... Jianwei Yang Haoxuan You Kai-Wei Chang Shih-Fu Chang Lu Yuan VLM OffRL 31 22 0 22 Apr 2022
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Jianwei Yang Xiyang Dai Bin Xiao Haoxuan You Shih-Fu Chang Lu Yuan CLIP VLM 22 39 0 15 Jan 2022
QuALITY: Question Answering with Long Input Texts, Yes! Richard Yuanzhe Pang Alicia Parrish Nitish Joshi Nikita Nangia Jason Phang ... Vishakh Padmakumar Johnny Ma Jana Thompson He He Sam Bowman RALM 27 141 0 16 Dec 2021
Towards Interpretable and Reliable Reading Comprehension: A Pipeline Model with Unanswerability Prediction Kosuke Nishida Kyosuke Nishida Itsumi Saito Sen Yoshida 38 7 0 17 Nov 2021
Attacking Open-domain Question Answering by Injecting Misinformation Liangming Pan Wenhu Chen Min-Yen Kan Luu Anh Tuan HILM AAML 201 22 0 15 Oct 2021
Graph-free Multi-hop Reading Comprehension: A Select-to-Guide Strategy Bohong Wu Zhuosheng Zhang Hai Zhao 26 20 0 25 Jul 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 28 172 0 14 Jun 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 250 677 0 06 Jan 2021
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning Yujia Qin Yankai Lin Ryuichi Takanobu Zhiyuan Liu Peng Li Heng Ji Minlie Huang Maosong Sun Jie Zhou 55 125 0 30 Dec 2020
Unsupervised Multi-hop Question Answering by Question Generation Liangming Pan Wenhu Chen Wenhan Xiong Min-Yen Kan William Yang Wang 34 59 0 23 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 12 50 0 01 Oct 2020
Leap-Of-Thought: Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge Alon Talmor Oyvind Tafjord Peter Clark Yoav Goldberg Jonathan Berant ReLM LRM 33 39 0 11 Jun 2020