When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

20 December 2022

Daniel Khashabi

Papers citing "When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories"

50 / 398 papers shown

Title
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction Lu Dai Yijie Xu Jinhui Ye Hao Liu Hui Xiong 3DV RALM 83 2 0 03 Mar 2025
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval Chien-Yu Lin Keisuke Kamahori Yiyu Liu Xiaoxiang Shi Madhav Kashyap ... Stephanie Wang Arvind Krishnamurthy Rohan Kadekodi Luis Ceze Baris Kasikci 3DV VLM 143 1 0 28 Feb 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge Nakyeong Yang Minsung Kim Seunghyun Yoon Joongbo Shin Kyomin Jung KELM MU 67 0 0 26 Feb 2025
Bián: A Bilingual Benchmark and Model for Hallucination Detection in Retrieval-Augmented Generation Zhouyu Jiang Mengshu Sun Qing Cui Lei Liang RALM 3DV 233 0 0 26 Feb 2025
Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models Shuliang Liu Xinze Li Zhenghao Liu Yukun Yan Cheng Yang Zheni Zeng Zhiyuan Liu Maosong Sun Ge Yu RALM 110 1 0 26 Feb 2025
LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented Searchers Zhuocheng Zhang Yang Feng Min Zhang 53 1 0 25 Feb 2025
Uncertainty Quantification in Retrieval Augmented Question Answering Laura Perez-Beltrachini Mirella Lapata RALM 48 0 0 25 Feb 2025
RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts Mingyan Wu Zhenghao Liu Yukun Yan Xinze Li S. Yu Zheni Zeng Yu Gu Ge Yu RALM AI4TS LRM 52 1 0 25 Feb 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home Viktor Moskvoretskii M. Lysyuk Mikhail Salnikov Nikolay Ivanov Sergey Pletenev Daria Galimzianova Nikita Krayko Vasily Konovalov Irina Nikishina Alexander Panchenko RALM 74 4 0 24 Feb 2025
Mitigating Bias in RAG: Controlling the Embedder Taeyoun Kim Jacob Mitchell Springer Aditi Raghunathan Maarten Sap 58 1 0 24 Feb 2025
The Lottery LLM Hypothesis, Rethinking What Abilities Should LLM Compression Preserve? Zhenheng Tang Xiang Liu Qian Wang Peijie Dong Bingsheng He Xiaowen Chu Bo Li LRM 58 1 0 24 Feb 2025
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language Models Yupeng Chang Yi-Ju Chang Yuan Wu AI4CE ALM 92 0 0 24 Feb 2025
KVLink: Accelerating Large Language Models via Efficient KV Cache Reuse Jingbo Yang Bairu Hou Wei Wei Yujia Bao Shiyu Chang VLM 41 2 0 21 Feb 2025
Reliability Across Parametric and External Knowledge: Understanding Knowledge Handling in LLMs Youna Kim Minjoon Choi Sungmin Cho Hyuhng Joon Kim Sang-goo Lee Taeuk Kim KELM 61 0 0 20 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 154 1 0 18 Feb 2025
Fast or Better? Balancing Accuracy and Cost in Retrieval-Augmented Generation with Flexible User Control Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie 3DV 60 1 0 17 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
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang Jiashuo Sun J. Han RALM 85 0 0 16 Feb 2025
Musical Heritage Historical Entity Linking Arianna Graciotti Nicolas Lazzari Valentina Presutti Rocco Tripodi 60 0 0 13 Feb 2025
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation Guoxin Chen Minpeng Liao Peiying Yu Dingmin Wang Zile Qiao Chao Yang Xin Zhao Kai Fan 58 1 0 10 Feb 2025
Self-Training Large Language Models for Tool-Use Without Demonstrations Ne Luo Aryo Pradipta Gema Xuanli He Emile van Krieken Pietro Lesci Pasquale Minervini LLMAG 67 1 0 09 Feb 2025
IAO Prompting: Making Knowledge Flow Explicit in LLMs through Structured Reasoning Templates Aissatou Diallo Antonis Bikakis Luke Dickens Anthony Hunter Rob Miller LRM 36 0 0 05 Feb 2025
SelfCheckAgent: Zero-Resource Hallucination Detection in Generative Large Language Models Diyana Muhammed Gollam Rabby Sören Auer LLMAG HILM 81 0 0 03 Feb 2025
Vision-centric Token Compression in Large Language Model Ling Xing Alex Jinpeng Wang Rui Yan J. Tang Jinhui Tang VLM 60 0 0 02 Feb 2025
LLMs as Repositories of Factual Knowledge: Limitations and Solutions Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 47 0 0 22 Jan 2025
Parallel Key-Value Cache Fusion for Position Invariant RAG Philhoon Oh Jinwoo Shin James Thorne 3DV 155 0 0 13 Jan 2025
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions Aidan Hogan Xin Luna Dong Denny Vrandečić Gerhard Weikum 52 1 0 12 Jan 2025
A review of faithfulness metrics for hallucination assessment in Large Language Models Ben Malin Tatiana Kalganova Nikoloas Boulgouris HILM 59 2 0 03 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 80 9 0 03 Jan 2025
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty Qing Zong Zekun Wang Tianshi Zheng Xiyu Ren Yangqiu Song 62 1 0 31 Dec 2024
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 99 6 0 22 Dec 2024
Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models Zhisong Zhang Yan Wang Xinting Huang Tianqing Fang H. Zhang Chenlong Deng Shuaiyi Li Dong Yu 88 2 0 21 Dec 2024
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment Zhuoran Jin Hongbang Yuan Tianyi Men Pengfei Cao Yubo Chen Kang-Jun Liu Jun Zhao ALM 82 7 0 18 Dec 2024
EvoWiki: Evaluating LLMs on Evolving Knowledge Wei Tang Yixin Cao Yang Deng Jiahao Ying Bo Wang ... Yuyue Zhao Qi Zhang Xuanjing Huang Yugang Jiang Yong Liao KELM 65 1 0 18 Dec 2024
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation X. Li Jiajie Jin Yujia Zhou Yongkang Wu Zhonghua Li Qi Ye Zhicheng Dou RALM LRM 105 5 0 16 Dec 2024
Let your LLM generate a few tokens and you will reduce the need for retrieval Hervé Déjean 83 0 0 16 Dec 2024
SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration Yuanhao Shen Xiaodan Zhu L. Chen 90 3 0 11 Dec 2024
Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models Tian Yu Shaolei Zhang Yang Feng RALM 3DV AIFin LRM 84 8 0 29 Nov 2024
Context Awareness Gate For Retrieval Augmented Generation Mohammad Hassan Heydari Arshia Hemmat Erfan Naman Afsaneh Fatemi RALM 91 2 0 25 Nov 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 68 3 0 21 Nov 2024
Information Anxiety in Large Language Models Prasoon Bajpai Sarah Masud Tanmoy Chakraborty 37 0 0 16 Nov 2024
LLM Hallucination Reasoning with Zero-shot Knowledge Test Seongmin Lee Hsiang Hsu Chun-Fu Chen LRM 39 2 0 14 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 54 1 0 11 Nov 2024
Fine-Grained Guidance for Retrievers: Leveraging LLMs' Feedback in Retrieval-Augmented Generation Yuhang Liu Xueyu Hu Shengyu Zhang Jingyuan Chen Fan Wu Fei Wu RALM 35 0 0 06 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs Shuyang Yu Runxue Bao Parminder Bhatia Taha A. Kass-Hout Jiayu Zhou Cao Xiao 42 1 0 31 Oct 2024
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations Leonardo Ranaldi Marco Valentino André Freitas RALM LRM 40 4 0 30 Oct 2024
NewTerm: Benchmarking Real-Time New Terms for Large Language Models with Annual Updates Hexuan Deng Wenxiang Jiao Xuebo Liu Min Zhang Zhaopeng Tu 40 3 0 28 Oct 2024