Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

21 March 2024

Papers citing "Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity"

26 / 26 papers shown

Title
Aitomia: Your Intelligent Assistant for AI-Driven Atomistic and Quantum Chemical Simulations Jinming Hu Hassan Nawaz Yuting Rui Lijie Chi Arif Ullah Pavlo O. Dral 13 0 0 13 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 30 0 0 07 May 2025
UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities Woongyeong Yeo Kangsan Kim Soyeong Jeong Jinheon Baek S. Hwang 47 0 0 29 Apr 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue H. Wang LRM AI4CE 34 1 0 22 Apr 2025
Secure Multifaceted-RAG for Enterprise: Hybrid Knowledge Retrieval with Security Filtering Grace Byun S. Lee Nayoung Choi Jinho D. Choi 32 0 0 18 Apr 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 64 3 0 11 Mar 2025
Self-Taught Self-Correction for Small Language Models Viktor Moskvoretskii Chris Biemann Irina Nikishina LRM 64 0 0 11 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 66 4 0 24 Feb 2025
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 68 8 0 28 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 62 0 0 18 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 92 6 0 22 Dec 2024
Multi-Field Adaptive Retrieval Millicent Li Tongfei Chen Benjamin Van Durme Patrick Xia 50 0 0 26 Oct 2024
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMs Reza Fayyazi Stella Hoyos Trueba Michael Zuzak S. Yang 31 0 0 22 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 51 4 0 17 Oct 2024
FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG X. Zhao Yan Zhong Zetian Sun Xinshuo Hu Zhenyu Liu Dongfang Li Baotian Hu Min Zhang 48 6 0 14 Oct 2024
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering Yeonjun In Sungchul Kim Ryan A. Rossi Md Mehrab Tanjim Tong Yu Ritwik Sinha Chanyoung Park 28 0 0 04 Sep 2024
Teola: Towards End-to-End Optimization of LLM-based Applications Xin Tan Yimin Jiang Yitao Yang Hong-Yu Xu 57 5 0 29 Jun 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang chaeHun Park Taehee Kim Jaegul Choo 44 2 0 18 Jun 2024
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering Zijian Hei Weiling Liu Wenjie Ou Juyi Qiao Junming Jiao Guowen Song Ting Tian Yi Lin RALM 31 5 0 11 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 H. Meng CLL KELM 71 5 0 10 Jun 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 29 2 0 31 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 70 45 0 22 May 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 144 600 0 17 Oct 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 223 2,413 0 06 Oct 2022
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 198 251 0 04 Jan 2021
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 172 55 0 23 Oct 2020