Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training

31 May 2024

Ruifeng Xu

Papers citing "Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training"

29 / 29 papers shown

Title
CL-RAG: Bridging the Gap in Retrieval-Augmented Generation with Curriculum Learning S. Wang L. Zhang Zheren Fu Zhendong Mao 24 0 0 15 May 2025
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent Ziyang Huang Xiaowei Yuan Yiming Ju Jun Zhao Kang Liu RALM KELM 26 0 0 12 May 2025
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models Zhengliang Shi Lingyong Yan Weiwei Sun Yue Feng Pengjie Ren Xinyu Ma Shuaiqiang Wang D. Yin Maarten de Rijke Z. Ren RALM 48 0 0 05 May 2025
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented Reasoning Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 29 0 0 21 Apr 2025
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models Singon Kim Gunho Jung Seong-Whan Lee RALM 33 0 0 17 Apr 2025
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation Hanmeng Zhong Linqing Chen Weilei Wang Wentao Wu 28 0 0 15 Apr 2025
Out of Style: RAG's Fragility to Linguistic Variation Tianyu Cao Neel Bhandari Akhila Yerukola Akari Asai Maarten Sap 27 0 0 11 Apr 2025
Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models Yilong Xu Jinhua Gao Xiaoming Yu Yuanhai Xue Baolong Bi Huawei Shen Xueqi Cheng RALM 64 0 0 01 Apr 2025
MoK-RAG: Mixture of Knowledge Paths Enhanced Retrieval-Augmented Generation for Embodied AI Environments Zhengsheng Guo Linwei Zheng Xinyang Chen X. Bai K. Chen Min Zhang 60 0 0 18 Mar 2025
StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition Xin Ding Hao Wu Yuqing Yang Shiqi Jiang Donglin Bai Zhibo Chen Ting Cao 145 0 0 08 Mar 2025
Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals Linda Zeng Rithwik Gupta Divij Motwani Diji Yang Yi Zhang AAML 41 1 0 22 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 92 1 0 21 Feb 2025
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths B. Chen Zirui Guo Zidan Yang Y. Chen Junze Chen Zhenghao Liu C. Shi Cheng Yang 42 2 0 18 Feb 2025
Revisiting Robust RAG: Do We Still Need Complex Robust Training in the Era of Powerful LLMs? Hanxing Ding Shuchang Tao Liang Pang Zihao Wei Liwei Chen Kun Xu Huawei Shen Xueqi Cheng 31 0 0 17 Feb 2025
Refine Knowledge of Large Language Models via Adaptive Contrastive Learning Hai-Tao Zheng Haojing Huang Jiayi Kuang Yangning Li Shu Guo C. Qu Xiaoyu Tan Hai-Tao Zheng Ying Shen Philip S. Yu CLL 66 5 0 11 Feb 2025
Parallel Key-Value Cache Fusion for Position Invariant RAG Philhoon Oh Jinwoo Shin James Thorne 3DV 155 0 0 13 Jan 2025
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization Jiayi Wu Hengyi Cai Lingyong Yan Hao Sun Xiang Li S. Wang Dawei Yin Ming Gao 119 0 0 19 Dec 2024
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective Shenglai Zeng Jiankun Zhang Bingheng Li Yuping Lin Tianqi Zheng ... Hui Liu Hui Liu Yue Xing Monica Xiao Cheng Jiliang Tang RALM 66 3 0 21 Nov 2024
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning Yongxin Xu Ruizhe Zhang Xinke Jiang Yujie Feng Yuzhen Xiao Xinyu Ma Runchuan Zhu Xu Chu Junfeng Zhao Yasha Wang KELM 22 4 0 14 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
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models Jinyang Wu Feihu Che Chuyuan Zhang Jianhua Tao Shuai Zhang Pengpeng Shao 33 2 0 24 Aug 2024
ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator Junda Zhu Lingyong Yan Haibo Shi Dawei Yin Lei Sha RALM 31 5 0 28 May 2024
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models W. Yu Hongming Zhang Xiaoman Pan Kaixin Ma Hongwei Wang Dong Yu KELM RALM LRM 70 102 0 15 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
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 3,007 0 22 Mar 2023
Recent Advances in Adversarial Training for Adversarial Robustness Tao Bai Jinqi Luo Jun Zhao B. Wen Qian Wang AAML 76 473 0 02 Feb 2021
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 223 438 0 25 Sep 2019
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 264 3,110 0 04 Nov 2016