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"

38 / 38 papers shown

Title
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 59 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 61 4 0 22 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 154 0 0 19 May 2025
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG Woosang Lim Zekun Li Gyuwan Kim Sungyoung Ji HyeonJung Kim Kyuri Choi Jin Hyuk Lim K. Park William Yang Wang 64 0 0 10 May 2025
References Indeed Matter? Reference-Free Preference Optimization for Conversational Query Reformulation Doyoung Kim Youngjun Lee Joeun Kim Jihwan Bang Hwanjun Song Susik Yoon Jae-Gil Lee 177 0 0 10 May 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue Haoyu Wang LRM AI4CE 382 7 0 22 Apr 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 138 7 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 157 11 0 28 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 361 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 154 8 0 22 Dec 2024
Multi-Field Adaptive Retrieval Millicent Li Tongfei Chen Benjamin Van Durme Patrick Xia 403 1 0 26 Oct 2024
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMs Reza Fayyazi Stella Hoyos Trueba Michael Zuzak S. Yang 65 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 127 5 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 193 8 0 14 Oct 2024
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering Yeonjun In Sungchul Kim Ryan Rossi Md Mehrab Tanjim Tong Yu Ritwik Sinha Chanyoung Park 74 3 0 04 Sep 2024
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications Rishi Kalra Zekun Wu Ayesha Gulley Airlie Hilliard Xin Guan Adriano Soares Koshiyama Philip C. Treleaven RALM AILaw 95 6 0 29 Aug 2024
Teola: Towards End-to-End Optimization of LLM-based Applications Xin Tan Yimin Jiang Yitao Yang Hong-Yu Xu 123 7 0 29 Jun 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang Yujin Baek Taehee Kim Jaegul Choo 62 2 0 18 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 111 7 0 10 Jun 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 137 67 0 22 May 2024
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 134 638 0 30 Jan 2023
Visconde: Multi-document QA with GPT-3 and Neural Reranking Jayr Pereira R. Fidalgo R. Lotufo Rodrigo Nogueira BDL RALM 59 33 0 19 Dec 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 187 3,128 0 20 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 182 626 0 07 Oct 2022
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 426 2,876 0 06 Oct 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 109 443 0 05 Oct 2022
RealTime QA: What's the Answer Right Now? Jungo Kasai Keisuke Sakaguchi Yoichi Takahashi Ronan Le Bras Akari Asai Xinyan Velocity Yu Dragomir R. Radev Noah A. Smith Yejin Choi Kentaro Inui KELM 130 192 0 27 Jul 2022
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 242 1,086 0 08 Dec 2021
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 219 57 0 23 Oct 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 122 1,173 0 02 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 131 1,225 0 01 Jul 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 499 42,449 0 03 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 427 20,181 0 23 Oct 2019
End-to-End Open-Domain Question Answering with BERTserini Wei Yang Yuqing Xie Aileen Lin Xingyu Li Luchen Tan Kun Xiong Ming Li Jimmy J. Lin RALM 112 495 0 05 Feb 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 171 2,655 0 25 Sep 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 207 2,654 0 09 May 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 112 2,015 0 31 Mar 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 283 8,134 0 16 Jun 2016