Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models

20 March 2025

Papers citing "Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models"

33 / 33 papers shown

Title
Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG Xin Sun Jianan Xie Zhongqi Chen Qiang Liu Shu Wu Yuehe Chen Bowen Song Weiqiang Wang Zilei Wang Liang Wang RALM 31 0 0 27 May 2025
Pre-training Large Memory Language Models with Internal and External Knowledge Linxi Zhao Sofian Zalouk Christian K. Belardi Justin Lovelace Jin Peng Zhou Kilian Q. Weinberger Yoav Artzi Jennifer J. Sun KELM HILM 75 0 0 21 May 2025
Large Language Models as Computable Approximations to Solomonoff Induction Jun Wan Lingrui Mei 58 0 0 21 May 2025
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 83 3 0 20 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 96 0 0 01 Apr 2025
ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems Chenxi Wang Jizhan Fang Xiang Chen Bozhong Tian Ziwen Xu Hong Chen N. Zhang KELM 136 0 0 26 Mar 2025
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Yansen Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 93 6 0 25 Mar 2025
Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception Shiyu Ni Keping Bi Jiafeng Guo Lulu Yu Baolong Bi Xueqi Cheng 88 5 0 17 Feb 2025
Reinforced Lifelong Editing for Language Models Zherui Li Houcheng Jiang Hao Chen Baolong Bi Zhenhong Zhou Fei Sun Sihang Li Xinze Wang KELM 140 8 0 09 Feb 2025
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 85 12 0 09 Oct 2024
HiddenGuard: Fine-Grained Safe Generation with Specialized Representation Router Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Ruibin Yuan Xueqi Cheng 94 5 0 03 Oct 2024
AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models Sihang Li Houcheng Jiang Kun Wang Yunshan Ma Shi Jie Xiangnan He Tat-Seng Chua Tat-seng Chua KELM 148 66 0 03 Oct 2024
"Not Aligned" is Not "Malicious": Being Careful about Hallucinations of Large Language Models' Jailbreak Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Jiayi Mao Xueqi Cheng AAML 86 11 0 17 Jun 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 148 250 0 10 May 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 265 120 0 13 Mar 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 110 206 0 02 Jan 2024
Fine-tuning Language Models for Factuality Katherine Tian Eric Mitchell Huaxiu Yao Christopher D. Manning Chelsea Finn KELM HILM SyDa 77 185 0 14 Nov 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng Zhang Yue Zhang HILM KELM 129 200 0 11 Oct 2023
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions Zexuan Zhong Zhengxuan Wu Christopher D. Manning Christopher Potts Danqi Chen KELM 84 217 0 24 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,748 0 15 Mar 2023
Contrastive Decoding: Open-ended Text Generation as Optimization Xiang Lisa Li Ari Holtzman Daniel Fried Percy Liang Jason Eisner Tatsunori Hashimoto Luke Zettlemoyer M. Lewis 125 374 0 27 Oct 2022
MTEB: Massive Text Embedding Benchmark Niklas Muennighoff Nouamane Tazi L. Magne Nils Reimers 554 415 0 13 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 439 2,976 0 06 Oct 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 251 1,389 0 10 Feb 2022
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction Keshav Santhanam Omar Khattab Jon Saad-Falcon Christopher Potts Matei A. Zaharia 108 417 0 02 Dec 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 333 263 0 10 Sep 2021
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 147 1,182 0 02 Jul 2020
Generalized Entropy Regularization or: There's Nothing Special about Label Smoothing Clara Meister Elizabeth Salesky Ryan Cotterell UQCV 44 61 0 02 May 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 145 2,118 0 10 Feb 2020
Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering Zhiguo Wang Patrick Ng Xiaofei Ma Ramesh Nallapati Bing Xiang OOD 73 244 0 22 Aug 2019
ELI5: Long Form Question Answering Angela Fan Yacine Jernite Ethan Perez David Grangier Jason Weston Michael Auli AI4MH ELM 108 624 0 22 Jul 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 206 2,700 0 25 Sep 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 167 1,667 0 14 Mar 2018