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InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
v1v2v3 (latest)

InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales

International Conference on Learning Representations (ICLR), 2024
19 June 2024
Zhepei Wei
Wei-Lin Chen
Yu Meng
    RALM
ArXiv (abs)PDFHTMLGithub (140★)

Papers citing "InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales"

20 / 20 papers shown
Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation
Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation
Song Wang
Zihan Chen
Peng Wang
Zhepei Wei
Zhen Tan
Yu Meng
Cong Shen
Jundong Li
245
1
0
01 Nov 2025
SeCon-RAG: A Two-Stage Semantic Filtering and Conflict-Free Framework for Trustworthy RAG
SeCon-RAG: A Two-Stage Semantic Filtering and Conflict-Free Framework for Trustworthy RAG
Xiaonan Si
Meilin Zhu
Simeng Qin
Lijia Yu
Lijun Zhang
Shuaitong Liu
Xinfeng Li
Ranjie Duan
Yang Liu
Xiaojun Jia
191
3
0
10 Oct 2025
SIRAG: Towards Stable and Interpretable RAG with A Process-Supervised Multi-Agent Framework
SIRAG: Towards Stable and Interpretable RAG with A Process-Supervised Multi-Agent Framework
Junlin Wang
Zehao Wu
Shaowei Lu
Yanlan Li
Xinghao Huang
138
1
0
17 Sep 2025
Learning to Extract Rational Evidence via Reinforcement Learning for Retrieval-Augmented Generation
Learning to Extract Rational Evidence via Reinforcement Learning for Retrieval-Augmented Generation
Xinping Zhao
Shouzheng Huang
Yan Zhong
Xinshuo Hu
Meishan Zhang
Baotian Hu
Min Zhang
RALMOffRL
420
0
0
21 Jul 2025
CrEst: Credibility Estimation for Contexts in LLMs via Weak Supervision
CrEst: Credibility Estimation for Contexts in LLMs via Weak Supervision
Dyah Adila
Shuai Zhang
Boran Han
Bonan Min
Yuyang Wang
233
0
0
17 Jun 2025
DeRAGEC: Denoising Named Entity Candidates with Synthetic Rationale for ASR Error Correction
DeRAGEC: Denoising Named Entity Candidates with Synthetic Rationale for ASR Error CorrectionAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Solee Im
Wonjun Lee
Jinmyeong An
Yunsu Kim
Jungseul Ok
G. G. Lee
229
2
0
09 Jun 2025
Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems
Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems
Yuxin Zhang
Yan Wang
Yongrui Chen
Shenyu Zhang
Xinbang Dai
Sheng Bi
Guilin Qi
386
0
0
04 Jun 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation
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
Tong Xu
3DV
462
51
0
11 Mar 2025
Delusions of Large Language Models
Delusions of Large Language Models
Hongshen Xu
Zixv yang
Zichen Zhu
Kunyao Lan
Zihan Wang
Mengyue Wu
Ziwei Ji
Xiaoou Liu
Pascale Fung
Kai Yu
LRMHILM
421
1
0
09 Mar 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented GenerationInternational Conference on the Theory of Information Retrieval (ICTIR), 2025
Sha Li
Naren Ramakrishnan
RALMKELM
676
5
0
18 Feb 2025
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation
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
540
9
0
10 Feb 2025
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized DomainsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Ran Xu
Hui Liu
Jiapeng Liu
Zhenwei Dai
Yaochen Xie
...
Chen Luo
Yang Li
Joyce C. Ho
Carl Yang
Qi He
RALM
617
37
0
28 Jan 2025
RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented Generation
RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Shi-Qi Yan
Quan Liu
Zhen-Hua Ling
RALM
349
1
0
23 Jan 2025
Rationale-Guided Retrieval Augmented Generation for Medical Question Answering
Rationale-Guided Retrieval Augmented Generation for Medical Question AnsweringNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Jiwoong Sohn
Yein Park
Chanwoong Yoon
Sihyeon Park
Hyeon Hwang
Mujeen Sung
Hyunjae Kim
Jaewoo Kang
RALM
585
49
0
01 Nov 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data RewardsInternational Conference on Learning Representations (ICLR), 2024
Xinze Li
Sen Mei
Zhenghao Liu
Shi Yu
Kaiyan Zhang
...
Haotian Chen
Ge Yu
Zhiyuan Liu
Maosong Sun
Chenyan Xiong
481
40
0
17 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering
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
1.1K
13
0
15 Oct 2024
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Fei Wang
Xingchen Wan
Ruoxi Sun
Jiefeng Chen
Sercan Ö. Arık
RALM
401
47
0
09 Oct 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research
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
521
173
0
22 May 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models
Hallucination is Inevitable: An Innate Limitation of Large Language Models
Ziwei Xu
Sanjay Jain
Mohan S. Kankanhalli
HILMLRM
791
553
0
22 Jan 2024
Large Language Models for Information Retrieval: A Survey
Large Language Models for Information Retrieval: A Survey
Yutao Zhu
Huaying Yuan
Shuting Wang
Jiongnan Liu
Wenhan Liu
Chenlong Deng
Haonan Chen
Zheng Liu
Zhicheng Dou
Ji-Rong Wen
KELM
781
525
0
14 Aug 2023
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