Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable

26 October 2021

Papers citing "Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable"

29 / 29 papers shown

Title
DeepSieve: Information Sieving via LLM-as-a-Knowledge-Router Minghao Guo Qingcheng Zeng Xujiang Zhao Yanchi Liu Wenchao Yu Mengnan Du Haifeng Chen Wei Cheng RALM 100 1 0 29 Jul 2025
DAGR: Decomposition Augmented Graph Retrieval with LLMs Valentin Six Evan Dufraisse Gaël de Chalendar LRM ReLM 108 0 0 16 Jun 2025
On Synthesizing Data for Context Attribution in Question Answering Gorjan Radevski Kiril Gashteovski Shahbaz Syed Christopher Malon Sebastien Nicolas ... Masafumi Enomoto Kunihiro Takeoka Masafumi Oyamada Goran Glavaš Carolin (Haas) Lawrence 99 0 0 21 Feb 2025
SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine Xiaochen Wang Junqing He Liang Chen Reza Haf Zhe Yang Yiru Wang Xiangdi Meng Kunhao Pan Zhifang Sui ReLM LRM 60 1 0 22 Oct 2024
FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Xiaochen Wang Junqing He Zhiyong Yang Yiru Wang Xiangdi Meng Kunhao Pan Zhifang Sui LRM ReLM 77 6 0 03 Jul 2024
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs Venktesh V. Deepali Prabhu Avishek Anand RALM CoGe 104 3 0 24 Jun 2024
MoreHopQA: More Than Multi-hop Reasoning Julian Schnitzler Xanh Ho Jiahao Huang Florian Boudin Saku Sugawara Akiko Aizawa LRM 137 13 0 19 Jun 2024
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism Bo Wang Heyan Huang Yixin Cao Jiahao Ying Wei Tang Chong Feng KELM 93 2 0 19 Jun 2024
Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parser Jon Z. Cai Kristin Wright-Bettner Martha Palmer G. Savova James H. Martin 98 0 0 15 May 2024
X-AMR Annotation Tool Shafiuddin Rehan Ahmed Jon Z. Cai Martha Palmer James H. Martin 103 0 0 29 Feb 2024
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning Jian Wu Linyi Yang Yuliang Ji Wenhao Huang Börje F. Karlsson Manabu Okumura 90 7 0 17 Feb 2024
Enhancing Ethical Explanations of Large Language Models through Iterative Symbolic Refinement Xin Quan Marco Valentino Louise A. Dennis André Freitas LRM 100 13 0 01 Feb 2024
Semantic Parsing for Complex Data Retrieval: Targeting Query Plans vs. SQL for No-Code Access to Relational Databases Ben Eyal Amir Bachar Ophir Haroche Michael Elhadad 69 0 0 22 Dec 2023
Uncertainty Guided Global Memory Improves Multi-Hop Question Answering Alsu Sagirova Andrey Kravchenko RALM 116 1 0 29 Nov 2023
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models Jinyoung Park Ameen Patel Omar Zia Khan Hyunwoo J. Kim Jooyeon Kim KELM LRM ReLM 97 3 0 16 Nov 2023
Leveraging Structured Information for Explainable Multi-hop Question Answering and Reasoning Ruosen Li Xinya Du LRM 112 24 0 07 Nov 2023
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval Fan Luo Mihai Surdeanu 90 2 0 05 Nov 2023
Perturbation-based Active Learning for Question Answering Fan Luo Mihai Surdeanu 109 0 0 04 Nov 2023
Semantic Decomposition of Question and SQL for Text-to-SQL Parsing Ben Eyal Amir Bachar Ophir Haroche Moran Mahabi Michael Elhadad CoGe ReLM 96 16 0 20 Oct 2023
End-to-End Beam Retrieval for Multi-Hop Question Answering Jiahao Zhang Hai-Feng Zhang Dongmei Zhang Yong Liu Sheng Huang RALM 137 44 0 17 Aug 2023
Question Decomposition Improves the Faithfulness of Model-Generated Reasoning Ansh Radhakrishnan Karina Nguyen Anna Chen Carol Chen Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM HILM 149 98 0 17 Jul 2023
Chain-of-Questions Training with Latent Answers for Robust Multistep Question Answering Wang Zhu Jesse Thomason Robin Jia BDL LRM 137 9 0 24 May 2023
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 119 8 0 12 Feb 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 185 20 0 04 Jan 2023
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Approaches A. Mohammadi Reza Ramezani Ahmad Baraani 89 4 0 08 Dec 2022
Complex Reading Comprehension Through Question Decomposition Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari ReLM 107 10 0 07 Nov 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 110 5 0 05 Sep 2022
Locate Then Ask: Interpretable Stepwise Reasoning for Multi-hop Question Answering Siyuan Wang Zhongyu Wei Zhihao Fan Tao Gui Xuanjing Huang LRM 133 9 0 22 Aug 2022
Ask to Understand: Question Generation for Multi-hop Question Answering Jiawei Li Mucheng Ren Yang Gao Yizhe Yang 90 4 0 17 Mar 2022