In-Context Sharpness as Alerts: An Inner Representation Perspective for
Hallucination Mitigation

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In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation

3 March 2024

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Papers citing "In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation"

16 / 16 papers shown

Title
URECA: The Chain of Two Minimum Set Cover Problems exists behind Adaptation to Shifts in Semantic Code Search Seok-Ung Choi Joonghyuk Hahn Yo-Sub Han 104 0 0 11 Feb 2025
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 169 2 0 24 Nov 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation Chenxi Wang Xiang Chen N. Zhang Bozhong Tian Haoming Xu Shumin Deng Ningyu Zhang MLLM LRM 209 10 0 15 Oct 2024
Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models Xin Zou Yizhou Wang Yibo Yan Yuanhuiyi Lyu Kening Zheng ... Junkai Chen Peijie Jiang Qingbin Liu Chang Tang Xuming Hu 140 8 0 04 Oct 2024
Integrative Decoding: Improve Factuality via Implicit Self-consistency Yi Cheng Xiao Liang Yeyun Gong Wen Xiao Song Wang ... Wenjie Li Jian Jiao Qi Chen Peng Cheng Wayne Xiong HILM 125 3 0 02 Oct 2024
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 115 200 0 11 Oct 2023
FELM: Benchmarking Factuality Evaluation of Large Language Models Shiqi Chen Yiran Zhao Jinghan Zhang Ethan Chern Siyang Gao Pengfei Liu Junxian He HILM 101 39 0 01 Oct 2023
Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models Mert Yuksekgonul Varun Chandrasekaran Erik Jones Suriya Gunasekar Ranjita Naik Hamid Palangi Ece Kamar Besmira Nushi HILM 48 48 0 26 Sep 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 123 372 0 27 Oct 2022
Analyzing Transformers in Embedding Space Guy Dar Mor Geva Ankit Gupta Jonathan Berant 65 93 0 06 Sep 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 122 830 0 11 Jul 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 251 1,381 0 10 Feb 2022
Knowledge Neurons in Pretrained Transformers Damai Dai Li Dong Y. Hao Zhifang Sui Baobao Chang Furu Wei KELM MU 97 463 0 18 Apr 2021
Transformer Feed-Forward Layers Are Key-Value Memories Mor Geva R. Schuster Jonathan Berant Omer Levy KELM 170 843 0 29 Dec 2020
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 188 2,694 0 25 Sep 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 228 2,686 0 09 May 2017