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"

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Title
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent Ziyang Huang Xiaowei Yuan Yiming Ju Jun Zhao Kang Liu RALM KELM 16 0 0 12 May 2025
Why Uncertainty Estimation Methods Fall Short in RAG: An Axiomatic Analysis Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 16 0 0 12 May 2025
The Distracting Effect: Understanding Irrelevant Passages in RAG Chen Amiraz Florin Cuconasu Simone Filice Zohar S. Karnin 11 0 0 11 May 2025
References Indeed Matter? Reference-Free Preference Optimization for Conversational Query Reformulation Doyoung Kim Youngjun Lee Joeun Kim Jihwan Bang Hwanjun Song Susik Yoon Jae-Gil Lee 19 0 0 10 May 2025
VR-RAG: Open-vocabulary Species Recognition with RAG-Assisted Large Multi-Modal Models F. Khan Jun Chen Youssef Mohamed Chun-Mei Feng Mohamed Elhoseiny VLM 18 0 0 08 May 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself Maria Marina Nikolay Ivanov Sergey Pletenev Mikhail Salnikov Daria Galimzianova Nikita Krayko Vasily Konovalov Alexander Panchenko Viktor Moskvoretskii RALM 35 0 0 07 May 2025
Conflicts in Texts: Data, Implications and Challenges Siyi Liu Dan Roth 78 0 0 28 Apr 2025
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers Dylan Bouchard Mohit Singh Chauhan HILM 70 0 0 27 Apr 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 75 0 0 25 Apr 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering Rong Cheng J. Liu Yan Zheng Fei Ni Jiazhen Du Hangyu Mao Fuzheng Zhang Bo-Lan Wang Jianye Hao LRM 51 0 0 25 Apr 2025
Adaptive Orchestration of Modular Generative Information Access Systems Mohanna Hoveyda Harrie Oosterhuis A. D. Vries Maarten de Rijke Faegheh Hasibi 30 0 0 24 Apr 2025
HalluLens: LLM Hallucination Benchmark Yejin Bang Ziwei Ji Alan Schelten Anthony Hartshorn Tara Fowler Cheng Zhang Nicola Cancedda Pascale Fung HILM 87 0 0 24 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 22 0 0 23 Apr 2025
Credible plan-driven RAG method for Multi-hop Question Answering Ningning Zhang Chi Zhang Zhizhong Tan Xingxing Yang Weiping Deng Wenyong Wang LRM 33 0 0 23 Apr 2025
MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation Chanhee Park Hyeonseok Moon Chanjun Park Heuiseok Lim RALM 53 0 0 23 Apr 2025
POLYRAG: Integrating Polyviews into Retrieval-Augmented Generation for Medical Applications Chunjing Gan Dan Yang Binbin Hu Ziqi Liu Yue Shen Zhiqiang Zhang J. Wang Jun Zhou 25 0 0 21 Apr 2025
AlignRAG: An Adaptable Framework for Resolving Misalignments in Retrieval-Aware Reasoning of RAG Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 27 0 0 21 Apr 2025
CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge Armin Toroghi Willis Guo Scott Sanner RALM LRM 26 0 0 20 Apr 2025
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion Yejun Yoon Jaeyoon Jung Seunghyun Yoon Kunwoo Park 27 0 0 19 Apr 2025
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models Singon Kim Gunho Jung Seong-Whan Lee RALM 30 0 0 17 Apr 2025
On Linear Representations and Pretraining Data Frequency in Language Models Jack Merullo Noah A. Smith Sarah Wiegreffe Yanai Elazar 35 0 0 16 Apr 2025
Can We Edit LLMs for Long-Tail Biomedical Knowledge? Xinhao Yi Jake Lever Kevin Bryson Zaiqiao Meng KELM 22 0 0 14 Apr 2025
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation Hanghui Guo Jia Zhu Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 30 0 0 14 Apr 2025
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents Ryota Tanaka Taichi Iki Taku Hasegawa Kyosuke Nishida Kuniko Saito Jun Suzuki VLM 47 0 0 14 Apr 2025
HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations Peiru Yang Xintian Li Zhiyang Hu Jiapeng Wang Jinhua Yin ... Lizhi He Shuai Yang Shangguang Wang Yongfeng Huang Tao Qi 23 0 0 12 Apr 2025
Out of Style: RAG's Fragility to Linguistic Variation Tianyu Cao Neel Bhandari Akhila Yerukola Akari Asai Maarten Sap 22 0 0 11 Apr 2025
Harnessing the Unseen: The Hidden Influence of Intrinsic Knowledge in Long-Context Language Models Yu Fu Haz Sameen Shahgir Hui Liu Xianfeng Tang Qi He Yue Dong KELM 44 0 0 11 Apr 2025
FamilyTool: A Multi-hop Personalized Tool Use Benchmark Yuxin Wang Yiran Guo Y. Zheng Zhangyue Yin S. Chen Jie Yang Jiajun Chen Xuanjing Huang Xipeng Qiu 24 0 0 09 Apr 2025
Knowledge-Instruct: Effective Continual Pre-training from Limited Data using Instructions O. Ovadia Meni Brief Rachel Lemberg Eitam Sheetrit CLL KELM 42 0 0 08 Apr 2025
UniRVQA: A Unified Framework for Retrieval-Augmented Vision Question Answering via Self-Reflective Joint Training Jiaqi Deng Kaize Shi Zonghan Wu Huan Huo Dingxian Wang Guandong Xu 21 0 0 05 Apr 2025
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task Leonardo Ranaldi Barry Haddow Alexandra Birch RALM 53 1 0 04 Apr 2025
HyperRAG: Enhancing Quality-Efficiency Tradeoffs in Retrieval-Augmented Generation with Reranker KV-Cache Reuse Yuwei An Yihua Cheng Seo Jin Park Junchen Jiang 36 1 0 03 Apr 2025
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations Yubo Wang Xueguang Ma Ping Nie Huaye Zeng Zhiheng Lyu Y. Zhang Benjamin Schneider Yi Lu Xiang Yue Wenhu Chen RALM 48 0 0 01 Apr 2025
Self-Routing RAG: Binding Selective Retrieval with Knowledge Verbalization Di Wu Jia-Chen Gu Kai-Wei Chang Nanyun Peng 34 0 0 01 Apr 2025
MKA: Leveraging Cross-Lingual Consensus for Model Abstention Sharad Duwal 41 0 0 31 Mar 2025
Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts Youxiang Zhu Ruochen Li Danqing Wang Daniel Haehn Xiaohui Liang LRM 55 1 0 30 Mar 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction Yihuai Hong Dian Zhou Meng Cao Lei Yu Zhijing Jin LRM 41 0 0 29 Mar 2025
A Study into Investigating Temporal Robustness of LLMs Jonas Wallat Abdelrahman Abdallah Adam Jatowt Avishek Anand 42 0 0 21 Mar 2025
LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates Ying Shen Lifu Huang 47 1 0 20 Mar 2025
FACTS&EVIDENCE: An Interactive Tool for Transparent Fine-Grained Factual Verification of Machine-Generated Text Varich Boonsanong Vidhisha Balachandran Xiaochuang Han Shangbin Feng Lucy Lu Wang Yulia Tsvetkov 58 1 0 19 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 70 0 0 18 Mar 2025
OSCAR: Online Soft Compression And Reranking Maxime Louis Thibault Formal Hervé Déjean S. Clinchant 26 0 0 17 Mar 2025
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning Jiawei Zhou Lei Chen 3DV VLM 75 0 0 11 Mar 2025
Understanding the Limits of Lifelong Knowledge Editing in LLMs Lukas Thede Karsten Roth Matthias Bethge Zeynep Akata Tom Hartvigsen KELM CLL 73 2 0 07 Mar 2025
In-depth Analysis of Graph-based RAG in a Unified Framework Yingli Zhou Yaodong Su Youran Sun Shu Wang Taotao Wang ... Yongwei Zhang Sicong Liang Xilin Liu Yuchi Ma Yixiang Fang 42 0 0 06 Mar 2025
SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs Samir Abdaljalil Filippo Pallucchini Andrea Seveso Hasan Kurban Fabio Mercorio Erchin Serpedin HILM 67 0 0 04 Mar 2025
Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation Linhai Zhang Ziyang Gao Deyu Zhou Yulan He 52 0 0 03 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 74 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 82 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