Constructing Datasets for Multi-hop Reading Comprehension Across Documents

17 October 2017

Papers citing "Constructing Datasets for Multi-hop Reading Comprehension Across Documents"

50 / 102 papers shown

Title
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QA Xanh Ho Jiahao Huang Florian Boudin Akiko Aizawa ELM 36 0 0 16 Apr 2025
Sigma: A dataset for text-to-code semantic parsing with statistical analysis Saleh Almohaimeed Shenyang Liu May Alsofyani Saad Almohaimeed Liqiang Wang 37 0 0 05 Apr 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 49 2 0 23 Feb 2025
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation Satyapriya Krishna Kalpesh Krishna Anhad Mohananey Steven Schwarcz Adam Stambler Shyam Upadhyay Manaal Faruqui ReLM 3DV LRM RALM 44 13 0 28 Jan 2025
A Collection of Question Answering Datasets for Norwegian Vladislav Mikhailov Petter Mæhlum Victoria Ovedie Chruickshank Langø Erik Velldal Lilja Øvrelid RALM 41 4 0 19 Jan 2025
Algorithm for Semantic Network Generation from Texts of Low Resource Languages Such as Kiswahili B. Wanjawa Lawrence Muchemi Evans Miriti 51 0 0 17 Jan 2025
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following Gabrielle Kaili-May Liu Bowen Shi Avi Caciularu Idan Szpektor Arman Cohan 72 4 0 30 Oct 2024
Layerwise Recurrent Router for Mixture-of-Experts Zihan Qiu Zeyu Huang Shuang Cheng Yizhi Zhou Zili Wang Ivan Titov Jie Fu MoE 81 2 0 13 Aug 2024
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG Systems Yunxiao Shi Xing Zi Zijing Shi Haimin Zhang Qiang Wu Min Xu 39 7 0 15 Jul 2024
SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers Shraman Pramanick Rama Chellappa Subhashini Venugopalan 50 13 0 12 Jul 2024
SEAM: A Stochastic Benchmark for Multi-Document Tasks Gili Lior Avi Caciularu Arie Cattan Shahar Levy Ori Shapira Gabriel Stanovsky RALM 40 4 0 23 Jun 2024
KoRC: Knowledge oriented Reading Comprehension Benchmark for Deep Text Understanding Zijun Yao Yantao Liu Xin Lv S. Cao Jifan Yu Lei Hou Juanzi Li 37 10 0 06 Jul 2023
Vcc: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens Zhanpeng Zeng Cole Hawkins Min-Fong Hong Aston Zhang Nikolaos Pappas Vikas Singh Shuai Zheng 21 6 0 07 May 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 40 15 0 28 Mar 2023
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
Causal Reasoning of Entities and Events in Procedural Texts Li Zhang Hainiu Xu Yue Yang Shuyan Zhou Weiqiu You Manni Arora Chris Callison-Burch ReLM LRM 33 35 0 26 Jan 2023
Rethinking Label Smoothing on Multi-hop Question Answering Zhangyue Yin Yuxin Wang Xiannian Hu Yiguang Wu Hang Yan Xinyu Zhang Zhao Cao Xuanjing Huang Xipeng Qiu 26 9 0 19 Dec 2022
Medical Knowledge Graph QA for Drug-Drug Interaction Prediction based on Multi-hop Machine Reading Comprehension Peng Gao Feng Gao Jiancheng Ni Yu Wang Fei-Yue Wang 22 2 0 19 Dec 2022
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Approaches A. Mohammadi Reza Ramezani Ahmad Baraani 27 3 0 08 Dec 2022
RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering Victor Zhong Weijia Shi Wen-tau Yih Luke Zettlemoyer 17 19 0 25 Oct 2022
Disentangling Reasoning Capabilities from Language Models with Compositional Reasoning Transformers Wanjun Zhong Tingting Ma Jiahai Wang Jian Yin T. Zhao Chin-Yew Lin Nan Duan LRM CoGe 30 2 0 20 Oct 2022
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective Ping Yang Junjie Wang Ruyi Gan Xinyu Zhu Lin Zhang Ziwei Wu Xinyu Gao Jiaxing Zhang Tetsuya Sakai BDL 14 25 0 16 Oct 2022
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study Ieva Staliunaite P. Gorinski Ignacio Iacobacci GNN 24 0 0 12 Oct 2022
How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Xanh Ho Saku Sugawara Akiko Aizawa 28 2 0 11 Oct 2022
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft Prompt Seonghyeon Ye Joel Jang Doyoung Kim Yongrae Jo Minjoon Seo VLM 31 2 0 06 Oct 2022
Differentially Private Optimization on Large Model at Small Cost Zhiqi Bu Yu-Xiang Wang Sheng Zha George Karypis 35 52 0 30 Sep 2022
SpanDrop: Simple and Effective Counterfactual Learning for Long Sequences Peng Qi Guangtao Wang Jing Huang 24 0 0 03 Aug 2022
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 18 12 0 25 May 2022
SKILL: Structured Knowledge Infusion for Large Language Models Fedor Moiseev Zhe Dong Enrique Alfonseca Martin Jaggi KELM 58 58 0 17 May 2022
ERNIE-SPARSE: Learning Hierarchical Efficient Transformer Through Regularized Self-Attention Yang Liu Jiaxiang Liu L. Chen Yuxiang Lu Shi Feng Zhida Feng Yu Sun Hao Tian Huancheng Wu Hai-feng Wang 25 9 0 23 Mar 2022
Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora Patrick Lewis Angela Fan Jacob Kahn Christopher Ré 20 23 0 14 Mar 2022
Towards Collaborative Question Answering: A Preliminary Study Xiangkun Hu Hang Yan Qipeng Guo Xipeng Qiu Weinan Zhang Zheng-Wei Zhang 25 0 0 24 Jan 2022
Reasoning over Hybrid Chain for Table-and-Text Open Domain QA Wanjun Zhong Junjie Huang Qianchu Liu Ming Zhou Jiahai Wang Jian Yin Nan Duan LMTD ReLM LRM 24 12 0 15 Jan 2022
MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding Revanth Reddy Gangi Reddy Xilin Rui Manling Li Xudong Lin Haoyang Wen ... Joey Tianyi Zhou Avirup Sil Shih-Fu Chang A. Schwing Heng Ji 25 31 0 20 Dec 2021
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 25 141 0 16 Dec 2021
Towards Interpretable and Reliable Reading Comprehension: A Pipeline Model with Unanswerability Prediction Kosuke Nishida Kyosuke Nishida Itsumi Saito Sen Yoshida 32 7 0 17 Nov 2021
ConditionalQA: A Complex Reading Comprehension Dataset with Conditional Answers Haitian Sun William W. Cohen Ruslan Salakhutdinov 67 33 0 13 Oct 2021
Feudal Reinforcement Learning by Reading Manuals Kai Wang Zhonghao Wang Mo Yu Humphrey Shi OffRL 32 0 0 13 Oct 2021
QA-Align: Representing Cross-Text Content Overlap by Aligning Question-Answer Propositions Daniel Weiss Paul Roit Ayal Klein Ori Ernst Ido Dagan 28 18 0 26 Sep 2021
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 15 229 0 02 Aug 2021
Graph-free Multi-hop Reading Comprehension: A Select-to-Guide Strategy Bohong Wu Zhuosheng Zhang Hai Zhao 24 20 0 25 Jul 2021
A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers Pradeep Dasigi Kyle Lo Iz Beltagy Arman Cohan Noah A. Smith Matt Gardner RALM 31 279 0 07 May 2021
Question Decomposition with Dependency Graphs Matan Hasson Jonathan Berant GNN 22 9 0 17 Apr 2021
Sequential Cross-Document Coreference Resolution Emily Allaway Shuai Wang Miguel Ballesteros 30 16 0 17 Apr 2021
AR-LSAT: Investigating Analytical Reasoning of Text Wanjun Zhong Siyuan Wang Duyu Tang Zenan Xu Daya Guo Jiahai Wang Jian Yin Ming Zhou Nan Duan ELM 19 40 0 14 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 21 149 0 13 Apr 2021
Deep Neural Approaches to Relation Triplets Extraction: A Comprehensive Survey Tapas Nayak Navonil Majumder Pawan Goyal Soujanya Poria ViT 16 49 0 31 Mar 2021
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues Hung Le Nancy F. Chen S. Hoi 36 14 0 01 Mar 2021
Biomedical Question Answering: A Survey of Approaches and Challenges Qiao Jin Zheng Yuan Guangzhi Xiong Qian Yu Huaiyuan Ying Chuanqi Tan Mosha Chen Songfang Huang Xiaozhong Liu Sheng Yu 23 95 0 10 Feb 2021