Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

2 November 2020

Papers citing "Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps"

50 / 77 papers shown

Title
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering Zheng Chu H. Fan Jingchang Chen Qianyu Wang M. Yang ... Zhongjie Wang Hao Li Guo Tang Ming Liu Bing Qin ReLM LRM 47 0 0 25 May 2025
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis Yi Jiang Sendong Zhao Jianbo Li Haochun Wang Bing Qin RALM 98 0 0 24 May 2025
Distilling LLM Agent into Small Models with Retrieval and Code Tools Minki Kang Jongwon Jeong Seanie Lee Jaewoong Cho Sung Ju Hwang LRM 120 1 0 23 May 2025
Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation Yuelyu Ji Rui Meng Zhuochun Li Daqing He 88 0 0 23 May 2025
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning Fanqi Wan Weizhou Shen Shengyi Liao Yingcheng Shi Chenliang Li Ziyi Yang Ji Zhang Fei Huang Jingren Zhou Ming Yan OffRL LLMAG ReLM LRM 39 0 0 23 May 2025
Two-way Evidence self-Alignment based Dual-Gated Reasoning Enhancement Kexin Zhang Junlan Chen Daifeng Li Yuxuan Zhang Yangyang Feng Bowen Deng Weixu Chen LRM 52 0 0 22 May 2025
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis Shuang Sun Huatong Song Yuhao Wang Ruiyang Ren Jinhao Jiang ... Wayne Xin Zhao Zheng Liu Lei Fang Zhongyuan Wang Ji-Rong Wen LRM 36 4 0 22 May 2025
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation Yunjia Xi Jianghao Lin Menghui Zhu Yongzhao Xiao Zhuoying Ou ... Weiwen Liu Yasheng Wang Ruiming Tang Weinan Zhang Yong Yu 39 0 0 21 May 2025
Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps Jie Ou Jinyu Guo Shuaihong Jiang Zhaokun Wang Libo Qin Shunyu Yao Wenhong Tian 3DV 116 0 0 19 May 2025
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs Yaorui Shi Shihan Li Chang Wu Zhiyuan Liu Sihang Li Hengxing Cai An Zhang Xiang Wang ReLM LRM 85 0 0 16 May 2025
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 145 3 0 01 May 2025
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers Roman Abramov Felix Steinbauer Gjergji Kasneci 369 0 0 29 Apr 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue Haoyu Wang LRM AI4CE 300 3 0 22 Apr 2025
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QA Xanh Ho Jiahao Huang Florian Boudin Akiko Aizawa ELM 63 0 0 16 Apr 2025
ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search Yize Zhang Tianshu Wang Sirui Chen Kun Wang Xingyu Zeng Hongyu Lin Jia Zheng Le Sun Chaochao Lu LRM 41 0 0 15 Apr 2025
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation Hanghui Guo Jia Zhu Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 61 0 0 14 Apr 2025
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Xin Wu Haofen Wang Jeff Z. Pan Wen Zhang Ningyu Zhang ReLM OffRL AI4TS LRM 101 16 0 25 Mar 2025
GPU-Accelerated Motion Planning of an Underactuated Forestry Crane in Cluttered Environments M. Vu Gerald Ebmer Alexander Watcher Marc-Philip Ecker Giang Nguyen Tobias Glueck 90 3 0 18 Mar 2025
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning Jerry Huang Siddarth Madala Risham Sidhu Cheng Niu Hao Peng Julia Hockenmaier Tong Zhang LRM RALM 127 4 0 17 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 123 77 0 12 Mar 2025
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA Zhao Xinjie Fan Gao Rui Yang Yingjian Chen Yuyang Wang Ying Zhu Jiacheng Tang Irene Li Y. Matsuo Irene Li KELM LRM 64 1 0 10 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Zhongfu Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 129 29 0 07 Mar 2025
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction Lu Dai Yijie Xu Jinhui Ye Hao Liu Hui Xiong 3DV RALM 134 2 0 03 Mar 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home Viktor Moskvoretskii M. Lysyuk Mikhail Salnikov Nikolay Ivanov Sergey Pletenev Daria Galimzianova Nikita Krayko Vasily Konovalov Irina Nikishina Alexander Panchenko RALM 115 6 0 24 Feb 2025
Neural Attention Search Difan Deng Marius Lindauer 119 0 0 21 Feb 2025
KVLink: Accelerating Large Language Models via Efficient KV Cache Reuse Jingbo Yang Bairu Hou Wei Wei Yujia Bao Shiyu Chang VLM 113 2 0 21 Feb 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering Rongzhi Zhu Xiangyu Liu Zequn Sun Yiwei Wang Wei Hu RALM KELM LRM 150 2 0 20 Feb 2025
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data Cehao Yang Xueyuan Lin Chengjin Xu Xuhui Jiang Shengjie Ma Aofan Liu Hui Xiong Jian Guo LRM 27 2 0 18 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang Jimeng Sun Jiawei Han RALM 160 1 0 16 Feb 2025
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation Guoxin Chen Minpeng Liao Peiying Yu Dingmin Wang Zile Qiao Chao Yang Xin Zhao Kai Fan 77 1 0 10 Feb 2025
Vision-centric Token Compression in Large Language Model Ling Xing Alex Jinpeng Wang Rui Yan Xiangbo Shu Jinhui Tang VLM 95 0 0 02 Feb 2025
Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference Yuan Feng Junlin Lv Yukun Cao Xike Xie S. K. Zhou VLM 77 35 0 28 Jan 2025
Chain-of-Retrieval Augmented Generation Liang Wang Haonan Chen Nan Yang Xiaolong Huang Zhicheng Dou Furu Wei RALM LRM ReLM 3DV 106 7 0 24 Jan 2025
Efficient Prompt Compression with Evaluator Heads for Long-Context Transformer Inference Weizhi Fei Xueyan Niu Guoqing Xie Yingqing Liu Bo Bai Wei Han 82 1 0 22 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 111 10 0 03 Jan 2025
Zero-Indexing Internet Search Augmented Generation for Large Language Models Guangxin He Zonghong Dai Jiangcheng Zhu Binqiang Zhao Qicheng Hu Chenyue Li You Peng Chen Wang Binhang Yuan 125 0 0 31 Dec 2024
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 133 8 0 22 Dec 2024
What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context for Multi-Hop QA Zhiyuan Chang Mingyang Li Xiaojun Jia Junjie Wang Yuekai Huang Qing Wang Yihao Huang Yang Liu 350 0 0 17 Dec 2024
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan Wen Liu Chuan Shi RALM 148 1 0 07 Dec 2024
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning Amy Xin Jinxin Liu Zijun Yao Zhicheng Li S. Cao Lei Hou Juanzi Li LRM 123 2 0 25 Nov 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 264 2 0 30 Oct 2024
Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval Ingeol Baek Hwan Chang Byeongjeong Kim Jimin Lee Hwanhee Lee RALM 103 5 0 17 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 368 1 0 15 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 101 1 0 09 Oct 2024
Differential Transformer Tianzhu Ye Li Dong Yuqing Xia Yutao Sun Yi Zhu Gao Huang Furu Wei 364 0 0 07 Oct 2024
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers Shijie Chen Bernal Jiménez Gutiérrez Yu Su 60 4 0 03 Oct 2024
Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding Yanming Liu Xinyue Peng Jiannan Cao Shi Bo Yanxin Shen Tianyu Du Sheng Cheng Xun Wang Jianwei Yin Xuhong Zhang 90 9 0 02 Oct 2024
What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices Zhi Chen Qiguang Chen Libo Qin Qipeng Guo Haijun Lv Yicheng Zou Wanxiang Che Hang Yan Kai Chen Dahua Lin SyDa 74 4 0 03 Sep 2024
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework Kunlun Zhu Yifan Luo Dingling Xu Ruobing Wang Shi Yu ... Yishan Li Zhiyuan Liu Xu Han Zhiyuan Liu Maosong Sun 106 18 0 02 Aug 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 97 13 0 18 Jul 2024