Learning to Filter Context for Retrieval-Augmented Generation

14 November 2023

Graham Neubig

Papers citing "Learning to Filter Context for Retrieval-Augmented Generation"

44 / 44 papers shown

Title
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models Singon Kim Gunho Jung Seong-Whan Lee RALM 37 0 0 17 Apr 2025
OSCAR: Online Soft Compression And Reranking Maxime Louis Thibault Formal Hervé Déjean S. Clinchant 33 0 0 17 Mar 2025
A-MEM: Agentic Memory for LLM Agents Wujiang Xu Zujie Liang Kai Mei Hang Gao Juntao Tan Yongfeng Zhang LLMAG KELM RALM 110 17 0 17 Feb 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 73 8 0 21 Jan 2025
DMQR-RAG: Diverse Multi-Query Rewriting for RAG Zhicong Li Jiahao Wang Zhishu Jiang Hangyu Mao Zhongxia Chen Jiazhen Du Yuanxing Zhang Fuzheng Zhang Di Zhang Yong Liu 193 3 0 20 Nov 2024
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation Yun Jiang Zilong Xie Wei Zhang Yun Fang Shuai Pan RALM 176 0 0 01 Nov 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... Huimin Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 50 7 0 17 Oct 2024
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models Fei Wang Xingchen Wan Ruoxi Sun Jiefeng Chen Sercan Ö. Arık RALM 34 7 0 09 Oct 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 52 8 0 26 Aug 2024
QUITO: Accelerating Long-Context Reasoning through Query-Guided Context Compression Zhaohong Liu Yihang Wang Yixing Fan Huaming Liao Peng Dong 27 1 0 01 Aug 2024
Halu-J: Critique-Based Hallucination Judge Binjie Wang Steffi Chern Ethan Chern Pengfei Liu HILM 36 7 0 17 Jul 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting Zilong Wang Zifeng Wang Long Le Huaixiu Steven Zheng Swaroop Mishra ... Anush Mattapalli Ankur Taly Jingbo Shang Chen-Yu Lee Tomas Pfister RALM 83 33 0 11 Jul 2024
DSLR: Document Refinement with Sentence-Level Re-ranking and Reconstruction to Enhance Retrieval-Augmented Generation Taeho Hwang Soyeong Jeong Sukmin Cho SeungYoon Han Jong C. Park RALM 38 1 0 04 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang M. Shoeybi Bryan Catanzaro ALM RALM 39 50 0 02 Jul 2024
Retrieval-augmented generation in multilingual settings Nadezhda Chirkova David Rau Hervé Déjean Thibault Formal S. Clinchant Vassilina Nikoulina RALM 32 15 0 01 Jul 2024
Searching for Best Practices in Retrieval-Augmented Generation Xiaohua Wang Zhenghua Wang Xuan Gao Feiran Zhang Yixin Wu ... Qi Qian Ruicheng Yin Changze Lv Xiaoqing Zheng Xuanjing Huang 60 41 0 01 Jul 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 44 10 0 26 Jun 2024
UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis Yulong Hui Yao Lu Huanchen Zhang RALM 48 9 0 21 Jun 2024
CodeRAG-Bench: Can Retrieval Augment Code Generation? Zora Zhiruo Wang Akari Asai Xinyan Velocity Yu Frank F. Xu Yiqing Xie Graham Neubig Daniel Fried RALM 80 30 0 20 Jun 2024
Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling Zile Qiao Wei Ye Yong Jiang Tong Mo Pengjun Xie Weiping Li Fei Huang Shikun Zhang KELM 36 4 0 12 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 46 5 0 11 Jun 2024
Retaining Key Information under High Compression Ratios: Query-Guided Compressor for LLMs Zhiwei Cao Qian Cao Yu Lu Ningxin Peng Luyang Huang Shanbo Cheng Jinsong Su 42 11 0 04 Jun 2024
Understanding Retrieval Robustness for Retrieval-Augmented Image Captioning Wenyan Li Jiaang Li R. Ramos Raphael Tang Desmond Elliott VLM 38 3 0 04 Jun 2024
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation Kun Zhu Xiaocheng Feng Xiyuan Du Yuxuan Gu Weijiang Yu Haotian Wang Qianglong Chen Zheng Chu Jingchang Chen Bing Qin 43 5 0 03 Jun 2024
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models Yutao Zhu Zhaoheng Huang Zhicheng Dou Ji-Rong Wen RALM 56 5 0 30 May 2024
MapCoder: Multi-Agent Code Generation for Competitive Problem Solving Md. Ashraful Islam Mohammed Eunus Ali Md. Rizwan Parvez SyDa 29 49 0 18 May 2024
R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models Taolin Zhang Dongyang Li Qizhou Chen Chengyu Wang Longtao Huang Hui Xue Xiaofeng He Junyuan Huang RALM KELM 52 0 0 04 May 2024
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing Yucheng Hu Yuxing Lu RALM 60 18 0 30 Apr 2024
How Easily do Irrelevant Inputs Skew the Responses of Large Language Models? Siye Wu Jian Xie Jiangjie Chen Tinghui Zhu Kai Zhang Yanghua Xiao KELM 42 19 0 04 Apr 2024
Efficient Prompting Methods for Large Language Models: A Survey Kaiyan Chang Songcheng Xu Chenglong Wang Yingfeng Luo Tong Xiao Jingbo Zhu LRM 45 32 0 01 Apr 2024
RAGGED: Towards Informed Design of Retrieval Augmented Generation Systems Jennifer Hsia Afreen Shaikh Zhiruo Wang Graham Neubig RALM 27 10 0 14 Mar 2024
Hierarchical Indexing for Retrieval-Augmented Opinion Summarization Tom Hosking Hao Tang Mirella Lapata 37 2 0 01 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 126 232 0 29 Feb 2024
Grounding Language Models for Visual Entity Recognition Zilin Xiao Ming Gong Paola Cascante-Bonilla Xingyao Zhang Jie Wu Vicente Ordonez VLM 46 8 0 28 Feb 2024
ActiveRAG: Revealing the Treasures of Knowledge via Active Learning Zhipeng Xu Zhenghao Liu Yibin Liu Chenyan Xiong Yukun Yan Shuo Wang Shi Yu Zhiyuan Liu Ge Yu VLM 44 3 0 21 Feb 2024
Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism Hippolyte Gisserot-Boukhlef Manuel Faysse Emmanuel Malherbe C´eline Hudelot Pierre Colombo 34 2 0 20 Feb 2024
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Vidhisha Balachandran Yulia Tsvetkov 29 78 0 01 Feb 2024
Align on the Fly: Adapting Chatbot Behavior to Established Norms Chunpu Xu Steffi Chern Ethan Chern Ge Zhang Zekun Wang Ruibo Liu Jing Li Jie Fu Pengfei Liu 24 20 0 26 Dec 2023
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 61 1,530 1 18 Dec 2023
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection Hao Sun Hengyi Cai Bo Wang Yingyan Hou Xiaochi Wei Shuaiqiang Wang Yan Zhang Dawei Yin 41 9 0 14 Dec 2023
LLatrieval: LLM-Verified Retrieval for Verifiable Generation Xiaonan Li Changtai Zhu Linyang Li Zhangyue Yin Tianxiang Sun Xipeng Qiu RALM 40 25 0 14 Nov 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 57 286 0 14 Aug 2023
Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval Uri Alon Frank F. Xu Junxian He Sudipta Sengupta Dan Roth Graham Neubig RALM 77 62 0 28 Jan 2022
Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen OOD LRM 137 37 0 01 Jan 2021