Compositional Questions Do Not Necessitate Multi-hop Reasoning

7 June 2019

Luke Zettlemoyer

Papers citing "Compositional Questions Do Not Necessitate Multi-hop Reasoning"

50 / 50 papers shown

Title
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 97 1 0 28 Jan 2025
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 126 8 0 22 Dec 2024
Measuring Retrieval Complexity in Question Answering Systems Matteo Gabburo Nicolaas Paul Jedema Siddhant Garg Leonardo F. R. Ribeiro Alessandro Moschitti 52 0 0 05 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 61 0 0 04 Jun 2024
FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models Andrew Zhu Alyssa Hwang Liam Dugan Chris Callison-Burch ELM 66 1 0 21 Feb 2024
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision Wenting Zhao Justin T. Chiu Claire Cardie Alexander M. Rush LRM 36 4 0 23 May 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 44 2 0 23 May 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 45 17 0 28 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 56 54 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 54 7 0 12 Feb 2023
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization Perspective Linyi Yang Shuibai Zhang Libo Qin Yafu Li Yidong Wang Hanmeng Liu Jindong Wang Xingxu Xie Yue Zhang ELM 65 79 0 15 Nov 2022
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study Ieva Staliunaite P. Gorinski Ignacio Iacobacci GNN 32 0 0 12 Oct 2022
How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Xanh Ho Saku Sugawara Akiko Aizawa 54 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 40 11 0 09 Oct 2022
GAPX: Generalized Autoregressive Paraphrase-Identification X Yi Zhou Renyu Li Hayden Housen Ser-Nam Lim BDL 49 0 0 05 Oct 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 50 4 0 05 Sep 2022
Better Retrieval May Not Lead to Better Question Answering Zhengzhong Liang Tushar Khot Steven Bethard Mihai Surdeanu Ashish Sabharwal RALM LRM 53 3 0 07 May 2022
Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora Patrick Lewis Angela Fan Jacob Kahn Christopher Ré 35 23 0 14 Mar 2022
What Makes Reading Comprehension Questions Difficult? Saku Sugawara Nikita Nangia Alex Warstadt Sam Bowman ELM RALM 30 14 0 12 Mar 2022
Saving Dense Retriever from Shortcut Dependency in Conversational Search Sungdong Kim Gangwoo Kim 41 27 0 15 Feb 2022
CommonsenseQA 2.0: Exposing the Limits of AI through Gamification Alon Talmor Ori Yoran Ronan Le Bras Chandrasekhar Bhagavatula Yoav Goldberg Yejin Choi Jonathan Berant ELM 44 141 0 14 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 41 144 0 16 Dec 2021
Towards Interpretable and Reliable Reading Comprehension: A Pipeline Model with Unanswerability Prediction Kosuke Nishida Kyosuke Nishida Itsumi Saito Sen Yoshida 51 7 0 17 Nov 2021
Grounded Graph Decoding Improves Compositional Generalization in Question Answering Yu Gai Paras Jain Wendi Zhang Joseph E. Gonzalez D. Song Ion Stoica BDL OOD 39 8 0 05 Nov 2021
Hey AI, Can You Solve Complex Tasks by Talking to Agents? Tushar Khot Kyle Richardson Daniel Khashabi Ashish Sabharwal RALM LRM 25 14 0 16 Oct 2021
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation Chen Zhao Chenyan Xiong Jordan L. Boyd-Graber Hal Daumé RALM 34 9 0 10 Oct 2021
Behind the Scenes: An Exploration of Trigger Biases Problem in Few-Shot Event Classification Peiyi Wang Runxin Xu Tianyu Liu Damai Dai Baobao Chang Zhifang Sui 37 16 0 29 Aug 2021
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 41 245 0 02 Aug 2021
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards Marco Valentino Ian Pratt-Hartman André Freitas XAI LRM 31 12 0 05 May 2021
Flexible Generation of Natural Language Deductions Kaj Bostrom Xinyu Zhao Swarat Chaudhuri Greg Durrett ReLM LRM 276 33 0 18 Apr 2021
Joint Passage Ranking for Diverse Multi-Answer Retrieval Sewon Min Kenton Lee Ming-Wei Chang Kristina Toutanova Hannaneh Hajishirzi 56 39 0 17 Apr 2021
MultiModalQA: Complex Question Answering over Text, Tables and Images Alon Talmor Ori Yoran Amnon Catav Dan Lahav Yizhong Wang Akari Asai Gabriel Ilharco Hannaneh Hajishirzi Jonathan Berant LMTD 32 152 0 13 Apr 2021
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 67 15 0 18 Jan 2021
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles Christopher Clark Mark Yatskar Luke Zettlemoyer 31 62 0 07 Nov 2020
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification Yichen Jiang Shikha Bordia Zheng Zhong Charles Dognin M. Singh Joey Tianyi Zhou 27 149 0 05 Nov 2020
Concealed Data Poisoning Attacks on NLP Models Eric Wallace Tony Zhao Shi Feng Sameer Singh SILM 42 18 0 23 Oct 2020
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 47 25 0 07 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 55 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 41 38 0 11 Jun 2020
GMAT: Global Memory Augmentation for Transformers Ankit Gupta Jonathan Berant RALM 21 50 0 05 Jun 2020
Obtaining Faithful Interpretations from Compositional Neural Networks Sanjay Subramanian Ben Bogin Nitish Gupta Tomer Wolfson Sameer Singh Jonathan Berant Matt Gardner 22 42 0 02 May 2020
Logic-Guided Data Augmentation and Regularization for Consistent Question Answering Akari Asai Hannaneh Hajishirzi NAI 45 111 0 21 Apr 2020
A Simple Yet Strong Pipeline for HotpotQA Dirk Groeneveld Tushar Khot Mausam Ashish Sabharwal 24 40 0 14 Apr 2020
Pretrained Transformers Improve Out-of-Distribution Robustness Dan Hendrycks Xiaoyuan Liu Eric Wallace Adam Dziedzic R. Krishnan D. Song OOD 42 430 0 13 Apr 2020
Evaluating Models' Local Decision Boundaries via Contrast Sets Matt Gardner Yoav Artzi Victoria Basmova Jonathan Berant Ben Bogin ... Sanjay Subramanian Reut Tsarfaty Eric Wallace Ally Zhang Ben Zhou ELM 43 84 0 06 Apr 2020
Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi Xiaowen Lin L. Mehr Zijian Wang Christopher D. Manning RALM ReLM LRM 188 117 0 15 Oct 2019
R4C: A Benchmark for Evaluating RC Systems to Get the Right Answer for the Right Reason Naoya Inoue Pontus Stenetorp Kentaro Inui 64 59 0 10 Oct 2019
Multi-hop Question Answering via Reasoning Chains Jifan Chen Shih-Ting Lin Greg Durrett ReLM LRM 24 74 0 07 Oct 2019
Question Answering is a Format; When is it Useful? Matt Gardner Jonathan Berant Hannaneh Hajishirzi Alon Talmor Sewon Min 28 51 0 25 Sep 2019
A Discrete Hard EM Approach for Weakly Supervised Question Answering Sewon Min Danqi Chen Hannaneh Hajishirzi Luke Zettlemoyer 36 162 0 11 Sep 2019