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 / 395 papers shown

Title
How Easily do Irrelevant Inputs Skew the Responses of Large Language Models? Siye Wu Jian Xie Jiangjie Chen Tinghui Zhu Kai Zhang Yanghua Xiao KELM 35 19 0 04 Apr 2024
RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation Chi-Min Chan Chunpu Xu Ruibin Yuan Hongyin Luo Wei Xue Yi-Ting Guo Jie Fu RALM 26 58 0 31 Mar 2024
Planning and Editing What You Retrieve for Enhanced Tool Learning Tenghao Huang Dongwon Jung Muhao Chen KELM 16 7 0 30 Mar 2024
TriviaHG: A Dataset for Automatic Hint Generation from Factoid Questions Jamshid Mozafari Anubhav Jangra Adam Jatowt 25 3 1 27 Mar 2024
ArabicaQA: A Comprehensive Dataset for Arabic Question Answering Abdelrahman Abdallah M. Kasem Mahmoud Abdalla Mohamed Mahmoud Mohamed Elkasaby Yasser Elbendary Adam Jatowt RALM 11 13 0 26 Mar 2024
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park RALM 28 136 0 21 Mar 2024
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction Yuren Mao Xuemei Dong Wenyi Xu Yunjun Gao Bin Wei Ying Zhang 28 9 0 21 Mar 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka M. Oyamada 30 1 0 21 Mar 2024
Correcting misinformation on social media with a large language model Xinyi Zhou Ashish Sharma Amy X. Zhang Tim Althoff KELM 36 2 0 17 Mar 2024
Repoformer: Selective Retrieval for Repository-Level Code Completion Di Wu W. Ahmad Dejiao Zhang M. K. Ramanathan Xiaofei Ma 25 9 0 15 Mar 2024
RAGGED: Towards Informed Design of Retrieval Augmented Generation Systems Jennifer Hsia Afreen Shaikh Zhiruo Wang Graham Neubig RALM 25 10 0 14 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 198 91 0 13 Mar 2024
Big City Bias: Evaluating the Impact of Metropolitan Size on Computational Job Market Abilities of Language Models Charlie Campanella Rob van der Goot 18 0 0 12 Mar 2024
Beyond Memorization: The Challenge of Random Memory Access in Language Models Tongyao Zhu Qian Liu Liang Pang Zhengbao Jiang Min-Yen Kan Min-Bin Lin KELM 29 6 0 12 Mar 2024
Truth-Aware Context Selection: Mitigating Hallucinations of Large Language Models Being Misled by Untruthful Contexts Tian Yu Shaolei Zhang Yang Feng HILM 34 7 0 12 Mar 2024
RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback Yanming Liu Xinyue Peng Xuhong Zhang Weihao Liu Jianwei Yin Jiannan Cao Tianyu Du RALM 24 37 0 11 Mar 2024
Unfamiliar Finetuning Examples Control How Language Models Hallucinate Katie Kang Eric Wallace Claire Tomlin Aviral Kumar Sergey Levine HILM LRM 27 49 0 08 Mar 2024
FaaF: Facts as a Function for the evaluation of generated text Vasileios Katranidis Gabor Barany HILM RALM 39 4 0 06 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 36 53 0 05 Mar 2024
Learning to Use Tools via Cooperative and Interactive Agents Zhengliang Shi Shen Gao Xiuyi Chen Zhumin Chen Lingyong Yan Haibo Shi Dawei Yin Pengjie Ren Suzan Verberne Zhaochun Ren LLMAG 24 24 0 05 Mar 2024
Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment Congzhi Zhang Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu CML AI4CE LRM 44 15 0 05 Mar 2024
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection Yuexin Li Chengyu Huang Shumin Deng Mei Lin Lock Tri Cao Nay Oo Hoon Wei Lim Bryan Hooi 42 16 0 04 Mar 2024
Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 21 28 0 03 Mar 2024
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge Willis Guo Armin Toroghi Scott Sanner RALM 30 5 0 03 Mar 2024
ROME: Memorization Insights from Text, Logits and Representation Bo Li Qing Xia Zhao Lijie Wen 25 2 0 01 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 110 220 0 29 Feb 2024
Evaluating Very Long-Term Conversational Memory of LLM Agents A. Maharana Dong-Ho Lee Sergey Tulyakov Mohit Bansal Francesco Barbieri Yuwei Fang LLMAG 17 66 0 27 Feb 2024
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering Yuhao Wang Ruiyang Ren Junyi Li Wayne Xin Zhao Jing Liu Ji-Rong Wen RALM 40 8 0 27 Feb 2024
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses Juyeon Kim Jeongeun Lee Yoonho Chang Chanyeol Choi Junseong Kim Jy-yong Sohn KELM LRM 44 2 0 27 Feb 2024
Long-Context Language Modeling with Parallel Context Encoding Howard Yen Tianyu Gao Danqi Chen 30 43 0 26 Feb 2024
RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering Zihan Zhang Meng Fang Ling-Hao Chen RALM 54 12 0 26 Feb 2024
How Large Language Models Encode Context Knowledge? A Layer-Wise Probing Study Tianjie Ju Weiwei Sun Wei Du Xinwei Yuan Zhaochun Ren Gongshen Liu KELM 31 23 0 25 Feb 2024
Say More with Less: Understanding Prompt Learning Behaviors through Gist Compression Xinze Li Zhenghao Liu Chenyan Xiong Shi Yu Yukun Yan Shuo Wang Ge Yu VLM 36 4 0 25 Feb 2024
Fine-Grained Self-Endorsement Improves Factuality and Reasoning Ante Wang Linfeng Song Baolin Peng Ye Tian Lifeng Jin Haitao Mi Jinsong Su Dong Yu HILM LRM 23 6 0 23 Feb 2024
Faithful Temporal Question Answering over Heterogeneous Sources Zhen Jia Philipp Christmann G. Weikum 25 9 0 23 Feb 2024
Ranking Entities along Conceptual Space Dimensions with LLMs: An Analysis of Fine-Tuning Strategies Nitesh Kumar Usashi Chatterjee Steven Schockaert 35 1 0 23 Feb 2024
Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models Zhuoran Jin Pengfei Cao Yubo Chen Kang Liu Xiaojian Jiang Jiexin Xu Qiuxia Li Jun Zhao 193 43 0 22 Feb 2024
Can Language Models Act as Knowledge Bases at Scale? Qiyuan He Yizhong Wang Wenya Wang KELM LRM 24 8 0 22 Feb 2024
MORE: Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning Wanqing Cui Keping Bi J. Guo Xueqi Cheng SyDa ReLM RALM LRM 24 7 0 21 Feb 2024
ActiveRAG: Revealing the Treasures of Knowledge via Active Learning Zhipeng Xu Zhenghao Liu Yibin Liu Chenyan Xiong Yukun Yan Shuo Wang Shi Yu Zhiyuan Liu Ge Yu VLM 33 3 0 21 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models Seiji Maekawa Hayate Iso Sairam Gurajada Nikita Bhutani RALM KELM 29 14 0 21 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 37 23 0 19 Feb 2024
LEMMA: Towards LVLM-Enhanced Multimodal Misinformation Detection with External Knowledge Augmentation Keyang Xuan Li Yi Fan Yang Ruochen Wu Yi Ren Fung Heng Ji 24 11 0 19 Feb 2024
Automating Dataset Updates Towards Reliable and Timely Evaluation of Large Language Models Jiahao Ying Yixin Cao Yushi Bai Qianru Sun Bo Wang Wei Tang Zhaojun Ding Yizhe Yang Xuanjing Huang Shuicheng Yan KELM 14 5 0 19 Feb 2024
Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint Xiaowei Yuan Zhao Yang Yequan Wang Shengping Liu Jun Zhao Kang Liu 21 7 0 19 Feb 2024
Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model Evaluation Xunjian Yin Xu Zhang Jie Ruan Xiaojun Wan ELM 22 17 0 18 Feb 2024
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation Shiyu Ni Keping Bi J. Guo Xueqi Cheng RALM 30 26 0 18 Feb 2024
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction Sizhe Zhou Yu Meng Bowen Jin Jiawei Han 28 7 0 17 Feb 2024
Humans or LLMs as the Judge? A Study on Judgement Biases Guiming Hardy Chen Shunian Chen Ziche Liu Feng Jiang Benyou Wang 77 91 0 16 Feb 2024
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models Hanxing Ding Liang Pang Zihao Wei Huawei Shen Xueqi Cheng HILM RALM 67 15 0 16 Feb 2024