Large Language Models with Controllable Working Memory

9 November 2022

Xin Wang

Papers citing "Large Language Models with Controllable Working Memory"

50 / 129 papers shown

Title
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation Qinggang Zhang Zhishang Xiang Yilin Xiao Le Wang Junhui Li Xinrun Wang Jinsong Su 23 0 0 10 Jun 2025
DeRAGEC: Denoising Named Entity Candidates with Synthetic Rationale for ASR Error Correction Solee Im Wonjun Lee Jinmyeong An Yunsu Kim Jungseul Ok G. G. Lee 23 0 0 09 Jun 2025
When to Trust Context: Self-Reflective Debates for Context Reliability Zeqi Zhou Fang Wu Shayan Talaei Haokai Zhao Cheng Meixin Tinson Xu Amin Saberi Yejin Choi HILM 57 0 0 06 Jun 2025
Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation Dingwei Chen Ziqiang Liu Feiteng Fang Chak Tou Leong Shiwen Ni A. Argha Hamid Alinejad-Rokny Min Yang Chengming Li KELM HILM 48 0 0 03 Jun 2025
When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR Dayoon Ko Jinyoung Kim Sohyeon Kim Jinhyuk Kim Jaehoon Lee Seonghak Song Minyoung Lee Gunhee Kim 57 0 0 02 Jun 2025
Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs Ziling Cheng Meng Cao Marc-Antoine Rondeau Jackie Chi Kit Cheung LRM 57 1 0 28 May 2025
Unraveling Misinformation Propagation in LLM Reasoning Yiyang Feng Yichen Wang Shaobo Cui Boi Faltings Mina Lee Jiawei Zhou LRM 90 0 0 24 May 2025
CUB: Benchmarking Context Utilisation Techniques for Language Models Lovisa Hagström Youna Kim Haeun Yu Sang-goo Lee Richard Johansson Hyunsoo Cho Isabelle Augenstein 63 1 0 22 May 2025
After Retrieval, Before Generation: Enhancing the Trustworthiness of Large Language Models in RAG Xinbang Dai Huikang Hu Yuncheng Hua Jiaqi Li Yongrui Chen Rihui Jin Nan Hu Guilin Qi RALM 3DV 77 0 0 21 May 2025
Optimizing Retrieval Augmented Generation for Object Constraint Language Kevin Chenhao Li Vahid Zolfaghari Nenad Petrovic Fengjunjie Pan Alois Knoll 40 0 0 19 May 2025
Learning Auxiliary Tasks Improves Reference-Free Hallucination Detection in Open-Domain Long-Form Generation Chengwei Qin Wenxuan Zhou Karthik Abinav Sankararaman Nanshu Wang Tengyu Xu ... Aditya Tayade Sinong Wang Shafiq Joty Han Fang Hao Ma HILM LRM 103 0 0 18 May 2025
The Distracting Effect: Understanding Irrelevant Passages in RAG Chen Amiraz Florin Cuconasu Simone Filice Zohar Karnin 63 1 0 11 May 2025
HalluLens: LLM Hallucination Benchmark Yejin Bang Ziwei Ji Alan Schelten Anthony Hartshorn Tara Fowler Cheng Zhang Nicola Cancedda Pascale Fung HILM 130 5 0 24 Apr 2025
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild Jiatai Wang Zhiwei Xu Di Jin Xuewen Yang Tao Li RALM 93 0 0 17 Apr 2025
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation Hanmeng Zhong Linqing Chen Weilei Wang Wentao Wu 142 0 0 15 Apr 2025
Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations Leonardo Ranaldi Federico Ranaldi Fabio Massimo Zanzotto Barry Haddow Alexandra Birch RALM LRM 141 0 0 07 Apr 2025
The Mind in the Machine: A Survey of Incorporating Psychological Theories in LLMs Zizhou Liu Ziwei Gong Lin Ai Zheng Hui Run Chen Colin Wayne Leach Michelle R. Greene Julia Hirschberg LLMAG 487 0 0 28 Mar 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 145 0 0 18 Mar 2025
Do Retrieval-Augmented Language Models Adapt to Varying User Needs? Peilin Wu Xinlu Zhang Wenhao Yu Xingyu Liu Xinya Du Zhiyu Zoey Chen RALM 120 1 0 27 Feb 2025
ParamMute: Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation Pengcheng Huang Zhenghao Liu Yukun Yan Xiaoyuan Yi Hao Chen ... Maosong Sun Tong Xiao Ge Yu Ge Yu Chenyan Xiong 178 2 0 21 Feb 2025
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy Rishabh Uapadhyay Marco Viviani 163 1 0 07 Feb 2025
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 195 9 0 22 Dec 2024
Sim911: Towards Effective and Equitable 9-1-1 Dispatcher Training with an LLM-Enabled Simulation Zirong Chen Elizabeth Chason Noah Mladenovski Erin Wilson Kristin Mullen Stephen Martini Meiyi Ma 120 2 0 22 Dec 2024
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval Aakash Mahalingam Vinesh Kumar Gande Aman Chadha Vinija Jain Divya Chaudhary 117 0 0 19 Dec 2024
ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models Junzhe Chen Tianshu Zhang Shijie Huang Yuwei Niu Linfeng Zhang Lijie Wen Xuming Hu MLLM VLM 503 6 0 22 Nov 2024
Controllable Context Sensitivity and the Knob Behind It Julian Minder Kevin Du Niklas Stoehr Giovanni Monea Chris Wendler Robert West Ryan Cotterell KELM 146 6 0 11 Nov 2024
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations Leonardo Ranaldi Marco Valentino André Freitas RALM LRM 98 4 0 30 Oct 2024
Learning to Route LLMs with Confidence Tokens Yu-Neng Chuang Helen Zhou Prathusha Kameswara Sarma Parikshit Gopalan John Boccio Sara Bolouki Helen Zhou 83 0 0 17 Oct 2024
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity Jintao Liu Ruixue Ding Linhao Zhang Pengjun Xie Fie Huang 54 5 0 16 Oct 2024
Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations Litu Rout Yujia Chen Nataniel Ruiz Constantine Caramanis Sanjay Shakkottai Wen-Sheng Chu DiffM 104 0 0 14 Oct 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 100 4 0 14 Oct 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 56 5 0 24 Sep 2024
In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models Pengrui Han Peiyang Song Haofei Yu Jiaxuan You ReLM LRM 80 1 0 23 Sep 2024
Investigating Context-Faithfulness in Large Language Models: The Roles of Memory Strength and Evidence Style Yuepei Li Kang Zhou Qiao Qiao Bach Nguyen Qing Wang Qi Li HILM RALM 53 2 0 17 Sep 2024
Model Tells Itself Where to Attend: Faithfulness Meets Automatic Attention Steering Qingru Zhang Xiaodong Yu Chandan Singh Xiaodong Liu Liyuan Liu Jianfeng Gao Tuo Zhao Dan Roth Hao Cheng RALM 61 8 0 16 Sep 2024
When Context Leads but Parametric Memory Follows in Large Language Models Yufei Tao Adam Hiatt Erik Haake Antonie J. Jetter Ameeta Agrawal KELM 94 1 0 13 Sep 2024
Column Vocabulary Association (CVA): semantic interpretation of dataless tables Margherita Martorana Xueli Pan Benno Kruit Tobias Kuhn Jacco van Ossenbruggen 59 1 0 06 Sep 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 187 11 0 26 Aug 2024
Analysis of Plan-based Retrieval for Grounded Text Generation Ameya Godbole Nicholas Monath Seungyeon Kim A. S. Rawat Andrew McCallum Manzil Zaheer RALM 99 3 0 20 Aug 2024
Lower Layers Matter: Alleviating Hallucination via Multi-Layer Fusion Contrastive Decoding with Truthfulness Refocused Dingwei Chen Feiteng Fang Shiwen Ni Feng Liang Xiping Hu A. Argha Hamid Alinejad-Rokny Min Yang Chengming Li HILM 57 4 0 16 Aug 2024
KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models Ruizhe Zhang Yongxin Xu Yuzhen Xiao Runchuan Zhu Xinke Jiang Xu Chu Junfeng Zhao Yasha Wang 80 4 0 06 Aug 2024
Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons Yifei Wang Yuheng Chen Wanting Wen Yu Sheng Linjing Li D. Zeng KELM 103 9 0 06 Aug 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 98 11 0 29 Jul 2024
Understanding Memorisation in LLMs: Dynamics, Influencing Factors, and Implications Till Speicher Mohammad Aflah Khan Qinyuan Wu Vedant Nanda Soumi Das Bishwamittra Ghosh Krishna P. Gummadi Evimaria Terzi 109 3 0 27 Jul 2024
Establishing Knowledge Preference in Language Models Sizhe Zhou Sha Li Yu Meng Yizhu Jiao Heng Ji Jiawei Han KELM 130 0 0 17 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 115 1 0 04 Jul 2024
LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models Renzhi Wang Piji Li KELM CLL 101 10 0 28 Jun 2024
IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons Dan Shi Renren Jin Tianhao Shen Weilong Dong Xinwei Wu Deyi Xiong 103 11 0 26 Jun 2024
Assessing "Implicit" Retrieval Robustness of Large Language Models Xiaoyu Shen Rexhina Blloshmi Dawei Zhu Jiahuan Pei Wei Zhang RALM KELM 144 2 0 26 Jun 2024
It Is Not About What You Say, It Is About How You Say It: A Surprisingly Simple Approach for Improving Reading Comprehension Sagi Shaier Lawrence E Hunter Katharina von der Wense 106 4 0 24 Jun 2024