MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries

27 January 2024

Yixuan Tang

Yi Yang

Papers citing "MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries"

23 / 23 papers shown

Title
XRAG: Cross-lingual Retrieval-Augmented Generation Wei Liu Sony Trenous Leonardo F. R. Ribeiro Bill Byrne Felix Hieber RALM 29 0 0 15 May 2025
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency Adel Ammar Anis Koubaa Omer Nacar W. Boulila RALM 3DV 42 0 0 13 May 2025
Real-time Spatial Retrieval Augmented Generation for Urban Environments David Nazareno Campo Javier Conde Alvaro Alonso Gabriel Huecas Joaquín Salvachúa Pedro Reviriego 33 0 0 04 May 2025
Synthesize-on-Graph: Knowledgeable Synthetic Data Generation for Continue Pre-training of Large Language Models Xuhui Jiang Shengjie Ma Chengjin Xu Cehao Yang Liyu Zhang Jian Guo SyDa 30 0 0 02 May 2025
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets Lorenz Brehme Thomas Ströhle Ruth Breu 65 0 0 28 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
Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation Qianren Mao Qili Zhang Hanwen Hao Zhentao Han Runhua Xu ... Jing Chen Yangqiu Song Jin Dong Jianxin Li Philip S. Yu 76 1 0 27 Apr 2025
The Viability of Crowdsourcing for RAG Evaluation Lukas Gienapp Tim Hagen Maik Fröbe Matthias Hagen Benno Stein Martin Potthast Harrisen Scells 26 0 0 22 Apr 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 145 348 0 20 Feb 2025
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs Mohammad Reza Rezaei Adji Bousso Dieng VLM 55 2 0 16 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 47 17 0 28 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
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 226 0 0 31 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 225 0 0 17 Dec 2024
HEALTH-PARIKSHA: Assessing RAG Models for Health Chatbots in Real-World Multilingual Settings Varun Gumma Anandhita Raghunath Mohit Jain Sunayana Sitaram LM&MA 36 1 0 17 Oct 2024
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs Alireza Rezazadeh Zichao Li Wei Wei Yujia Bao 46 4 0 17 Oct 2024
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception Jihao Zhao Zhiyuan Ji Pengnian Qi Pengnian Qi Simin Niu Zhiyu Li Zhiyu Li Zhiyu Li 84 0 0 16 Oct 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 36 17 0 02 Aug 2024
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 58 3 0 20 Jun 2024
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Yipeng Zhang Haitao Mi Helen Meng CLL KELM 81 5 0 10 Jun 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 64 83 0 13 May 2024
Large Language Models Can Better Understand Knowledge Graphs Than We Thought Xinbang Dai Yuncheng Hua Tongtong Wu Yang Sheng Qiu Ji Guilin Qi 82 0 0 18 Feb 2024
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge Yi Liu Lianzhe Huang Shicheng Li Sishuo Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun RALM 64 33 0 14 Nov 2023