Making Retrieval-Augmented Language Models Robust to Irrelevant Context

2 October 2023

Papers citing "Making Retrieval-Augmented Language Models Robust to Irrelevant Context"

40 / 40 papers shown

Title
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Jialun Zhong Yanzeng Li Sen Hu Yang Zhang Teng Xu Lei Zou LM&MA 58 0 0 19 May 2025
EcoSafeRAG: Efficient Security through Context Analysis in Retrieval-Augmented Generation Ruobing Yao Yifei Zhang Shuang Song Neng Gao Chenyang Tu SILM 53 0 0 16 May 2025
Don't lie to your friends: Learning what you know from collaborative self-play Jacob Eisenstein Reza Aghajani Adam Fisch Dheeru Dua Fantine Huot Mirella Lapata Vicky Zayats Jonathan Berant 96 0 0 18 Mar 2025
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction Lu Dai Yijie Xu Jinhui Ye Hao Liu Hui Xiong 3DV RALM 144 2 0 03 Mar 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang Chunyan Miao 193 11 0 06 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 149 11 0 28 Jan 2025
Parallel Key-Value Cache Fusion for Position Invariant RAG Philhoon Oh Jinwoo Shin James Thorne 3DV 397 0 0 13 Jan 2025
Zero-Indexing Internet Search Augmented Generation for Large Language Models Guangxin He Zonghong Dai Jiangcheng Zhu Binqiang Zhao Qicheng Hu Chenyue Li You Peng Chen Wang Binhang Yuan 170 1 0 31 Dec 2024
A Reality Check on Context Utilisation for Retrieval-Augmented Generation Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 162 1 0 22 Dec 2024
Controllable Context Sensitivity and the Knob Behind It Julian Minder Kevin Du Niklas Stoehr Giovanni Monea Chris Wendler Robert West Ryan Cotterell KELM 97 6 0 11 Nov 2024
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems Ishneet Sukhvinder Singh Ritvik Aggarwal Ibrahim Allahverdiyev Muhammad Taha Aslihan Akalin Kevin Zhu Sean O'Brien 70 10 0 25 Oct 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 177 13 0 29 Sep 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 81 0 0 26 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 103 9 0 17 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 161 29 0 10 Sep 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 82 10 0 26 Aug 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 Mingkuan Feng Shuai Zhang Pengpeng Shao Jianhua Tao 111 6 0 24 Aug 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 108 43 0 11 Jul 2024
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities Zhonghao Li Xuming Hu Aiwei Liu Kening Zheng Shijie Huang Hui Xiong RALM 142 8 0 17 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 125 65 0 22 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 154 55 0 23 Apr 2024
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity Kaiqu Liang Zixu Zhang J. F. Fisac LLMAG 94 8 0 09 Feb 2024
Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models Bernd Bohnet Vinh Q. Tran Pat Verga Roee Aharoni D. Andor ... Michael Collins Dipanjan Das Donald Metzler Slav Petrov Kellie Webster 85 64 0 15 Dec 2022
Large Language Models with Controllable Working Memory Daliang Li A. S. Rawat Manzil Zaheer Xin Wang Michal Lukasik Andreas Veit Felix X. Yu Surinder Kumar KELM 106 169 0 09 Nov 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 145 617 0 07 Oct 2022
COMPS: Conceptual Minimal Pair Sentences for testing Robust Property Knowledge and its Inheritance in Pre-trained Language Models Kanishka Misra Julia Taylor Rayz Allyson Ettinger 55 10 0 05 Oct 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 87 360 0 19 May 2022
Entity Cloze By Date: What LMs Know About Unseen Entities Yasumasa Onoe Michael J.Q. Zhang Eunsol Choi Greg Durrett KELM 59 51 0 05 May 2022
Sorting through the noise: Testing robustness of information processing in pre-trained language models Lalchand Pandia Allyson Ettinger 73 37 0 25 Sep 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 323 257 0 10 Sep 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 205 5,454 0 07 Jul 2021
Time-Aware Language Models as Temporal Knowledge Bases Bhuwan Dhingra Jeremy R. Cole Julian Martin Eisenschlos D. Gillick Jacob Eisenstein William W. Cohen KELM 90 278 0 29 Jun 2021
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 117 1,356 0 27 Apr 2020
How Much Knowledge Can You Pack Into the Parameters of a Language Model? Adam Roberts Colin Raffel Noam M. Shazeer KELM 104 889 0 10 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 103 2,090 0 10 Feb 2020
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 121 1,646 0 14 Mar 2018
Constructing Datasets for Multi-hop Reading Comprehension Across Documents Johannes Welbl Pontus Stenetorp Sebastian Riedel SyDa RALM 89 509 0 17 Oct 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 509 4,473 0 18 Apr 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 108 2,007 0 31 Mar 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 296 4,280 0 21 Aug 2015