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 / 101 papers shown

Title
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision Traceability Jingyi Ren Yekun Xu Xiaolong Wang Weitao Li Weizhi Ma Yang Liu RALM 17 0 0 19 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 24 0 0 19 May 2025
Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective Zhongxiang Sun Qipeng Wang Haoyu Wang Xiao Zhang Jun Xu HILM LRM 14 0 0 19 May 2025
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment Jiwei Tang Zhicheng Zhang Shunlong Wu Jingheng Ye Lichen Bai ... Tingwei Lu Jiaqi Chen Lin Hai Hai-Tao Zheng Hong-Gee Kim 17 0 0 18 May 2025
SoLoPO: Unlocking Long-Context Capabilities in LLMs via Short-to-Long Preference Optimization Huashan Sun Shengyi Liao Yansen Han Yu Bai Yang Gao ... Weizhou Shen Fanqi Wan Ming Yan Jiaming Zhang Fei Huang 27 0 0 16 May 2025
Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation Wenyu Huang Pavlos Vougiouklis Mirella Lapata Jeff Z. Pan 12 0 0 16 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 Xinbing Wang ReLM LRM 41 0 0 16 May 2025
Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging Hongjin Qian Zhengyang Liang RALM LRM 38 0 0 14 May 2025
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent Ziyang Huang Xiaowei Yuan Yiming Ju Jun Zhao Kang Liu RALM KELM 31 1 0 12 May 2025
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation Jiashuo Sun Xianrui Zhong Sizhe Zhou Jiawei Han RALM 36 0 0 12 May 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself Maria Marina Nikolay Ivanov Sergey Pletenev Mikhail Salnikov Daria Galimzianova Nikita Krayko Vasily Konovalov Alexander Panchenko Viktor Moskvoretskii RALM 47 0 0 07 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Hao Sun Zile Qiao Jiayan Guo Xuanbo Fan Yingyan Hou Yong Jiang Pengjun Xie Yan Zhang Fei Huang Jingren Zhou OffRL 69 5 0 07 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 88 2 0 01 May 2025
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers Roman Abramov Felix Steinbauer Gjergji Kasneci 222 0 0 29 Apr 2025
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering Zhonghao Li Kunpeng Zhang Jinghuai Ou Shuliang Liu Xuming Hu 79 0 0 28 Apr 2025
Even Small Reasoners Should Quote Their Sources: Introducing the Pleias-RAG Model Family Pierre-Carl Langlais Pavel Chizhov Mattia Nee Carlos Rosas Hinostroza Matthieu Delsart Irène Girard Othman Hicheur Anastasia Stasenko Ivan P. Yamshchikov LRM 71 0 0 25 Apr 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 231 0 0 25 Apr 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering Rong Cheng Qingbin Liu Yan Zheng Fei Ni Jiazhen Du Hangyu Mao Fuzheng Zhang Bo-Lan Wang Jianye Hao LRM 67 0 0 25 Apr 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue Haoyu Wang LRM AI4CE 185 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 38 0 0 16 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 38 0 0 14 Apr 2025
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering Alexander Murphy Mohd Sanad Zaki Rizvi Aden Haussmann Ping Nie Guifu Liu Aryo Pradipta Gema Pasquale Minervini 57 0 0 30 Mar 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 Huajun Chen ReLM OffRL AI4TS LRM 74 12 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 77 0 0 18 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 89 38 0 12 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Qiang Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 78 3 0 11 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Z. Chen Wayne Xin Zhao Lei Fang Zhicheng Dou AI4TS LRM KELM 105 17 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 88 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 84 4 0 24 Feb 2025
KVLink: Accelerating Large Language Models via Efficient KV Cache Reuse Jingbo Yang Bairu Hou Wei Wei Yujia Bao Shiyu Chang VLM 43 2 0 21 Feb 2025
Neural Attention Search Difan Deng Marius Lindauer 98 0 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 LRM RALM KELM 93 1 0 21 Feb 2025
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation Hao Liu Zhengren Wang Xi Chen Zhoujun Li Zhiyu Li Qinhan Yu Feiyu Xiong LRM 63 3 0 18 Feb 2025
Atom of Thoughts for Markov LLM Test-Time Scaling Fengwei Teng Zhaoyang Yu Quan Shi Jiayi Zhang Chenglin Wu Yuyu Luo MU LRM 60 15 0 17 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang Jiashuo Sun Jiawei Han RALM 90 0 0 16 Feb 2025
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs Mohammad Reza Rezaei Adji Bousso Dieng VLM 57 2 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 66 1 0 10 Feb 2025
Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective Yuan Feng Junlin Lv Yuhang Cao Xike Xie S.Kevin Zhou 84 2 0 06 Feb 2025
Vision-centric Token Compression in Large Language Model Ling Xing Alex Jinpeng Wang Rui Yan Xiangbo Shu Jinhui Tang VLM 67 0 0 02 Feb 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 81 1 0 28 Jan 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 66 29 0 28 Jan 2025
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback Manzong Huang Chenyang Bu Yi He Xindong Wu 67 0 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 90 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 40 1 0 22 Jan 2025
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks Iman Barati Arash Ghafouri B. Minaei-Bidgoli LRM 46 0 0 10 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 87 9 0 03 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 102 7 0 22 Dec 2024
What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context Zhiyuan Chang Mingyang Li Xiaojun Jia Junjie Wang Yuekai Huang Qing Wang Yihao Huang Yang Liu 231 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 131 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 89 1 0 25 Nov 2024