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The Internal State of an LLM Knows When It's Lying

26 April 2023

Papers citing "The Internal State of an LLM Knows When It's Lying"

44 / 44 papers shown

Title
Too Consistent to Detect: A Study of Self-Consistent Errors in LLMs Hexiang Tan Fei Sun Sha Liu Du Su Qi Cao ... Jingang Wang Xunliang Cai Yuanzhuo Wang Huawei Shen Xueqi Cheng HILM 146 0 0 23 May 2025
Multi-Scale Probabilistic Generation Theory: A Hierarchical Framework for Interpreting Large Language Models Yukin Zhang Qi Dong 89 0 0 23 May 2025
When Do LLMs Admit Their Mistakes? Understanding the Role of Model Belief in Retraction Yuqing Yang Robin Jia KELM LRM 103 1 0 22 May 2025
Social preferences with unstable interactive reasoning: Large language models in economic trust games Ou Jiamin Eikmans Emile Buskens Vincent Pankowska Paulina Shan Yuli ReLM LRM 59 0 0 16 May 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 90 6 0 18 Mar 2025
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! Ashok Urlana Gopichand Kanumolu Charaka Vinayak Kumar B. Garlapati Rahul Mishra HILM 102 0 0 06 Mar 2025
Similarity-Distance-Magnitude Universal Verification Allen Schmaltz UQCV AAML 539 0 0 27 Feb 2025
CER: Confidence Enhanced Reasoning in LLMs Ali Razghandi Seyed Mohammad Hadi Hosseini Mahdieh Soleymani Baghshah LRM 161 5 0 20 Feb 2025
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL Wichayaporn Wongkamjan Yanze Wang Feng Gu Denis Peskoff Jonathan K. Kummerfeld Jonathan May Jordan Lee Boyd-Graber 162 0 0 18 Feb 2025
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models Yibin Wang Haizhou Shi Ligong Han Dimitris N. Metaxas Hao Wang BDL UQLM 216 13 0 28 Jan 2025
Citations and Trust in LLM Generated Responses Yifan Ding Matthew Facciani Amrit Poudel Ellen Joyce Salvador Aguiñaga Balaji Veeramani Sanmitra Bhattacharya Tim Weninger HILM 124 4 0 03 Jan 2025
ConTrans: Weak-to-Strong Alignment Engineering via Concept Transplantation Weilong Dong Xinwei Wu Renren Jin Shaoyang Xu Deyi Xiong 131 9 0 31 Dec 2024
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models Javier Ferrando Oscar Obeso Senthooran Rajamanoharan Neel Nanda 153 33 0 21 Nov 2024
Prompt-Guided Internal States for Hallucination Detection of Large Language Models Fujie Zhang Peiqi Yu Biao Yi Baolei Zhang Tong Li Zheli Liu HILM LRM 125 0 0 07 Nov 2024
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination Jerry Huang Prasanna Parthasarathi Mehdi Rezagholizadeh Boxing Chen Sarath Chandar 154 0 0 22 Oct 2024
LLMScan: Causal Scan for LLM Misbehavior Detection Mengdi Zhang Kai Kiat Goh Peixin Zhang Jun Sun Rose Lin Xin Hongyu Zhang 131 0 0 22 Oct 2024
Do LLMs "know" internally when they follow instructions? Juyeon Heo Christina Heinze-Deml Oussama Elachqar Shirley Ren Udhay Nallasamy Andy Miller Kwan Ho Ryan Chan Jaya Narain 107 10 0 18 Oct 2024
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation Yiming Wang Pei Zhang Baosong Yang Derek F. Wong Rui Wang LRM 104 15 0 17 Oct 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 120 17 0 15 Oct 2024
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 141 28 0 15 Oct 2024
LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations Hadas Orgad Michael Toker Zorik Gekhman Roi Reichart Idan Szpektor Hadas Kotek Yonatan Belinkov HILM AIFin 113 45 0 03 Oct 2024
Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations Nick Jiang Anish Kachinthaya Suzie Petryk Yossi Gandelsman VLM 88 28 0 03 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 131 3 0 02 Oct 2024
Uncovering Latent Chain of Thought Vectors in Language Models Jason Zhang Scott Viteri LLMSV LRM 108 3 0 21 Sep 2024
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost Sania Nayab Giulio Rossolini Giorgio Buttazzo Nicolamaria Manes F. Giacomelli Nicolamaria Manes Fabrizio Giacomelli LRM 116 42 0 29 Jul 2024
Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs D. Yaldiz Yavuz Faruk Bakman Baturalp Buyukates Chenyang Tao Anil Ramakrishna Dimitrios Dimitriadis Jieyu Zhao Salman Avestimehr 126 8 0 17 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 133 7 0 11 Jun 2024
Standards for Belief Representations in LLMs Daniel A. Herrmann B. Levinstein 77 11 0 31 May 2024
Prompting open-source and commercial language models for grammatical error correction of English learner text Christopher Davis Andrew Caines Oistein Andersen Shiva Taslimipoor H. Yannakoudakis Zheng Yuan Christopher Bryant Marek Rei P. Buttery 84 17 0 15 Jan 2024
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 134 196 0 26 Sep 2023
PaLM-E: An Embodied Multimodal Language Model Danny Driess F. Xia Mehdi S. M. Sajjadi Corey Lynch Aakanksha Chowdhery ... Marc Toussaint Klaus Greff Andy Zeng Igor Mordatch Peter R. Florence LM&Ro 123 1,673 0 06 Mar 2023
Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback Baolin Peng Michel Galley Pengcheng He Hao Cheng Yujia Xie ... Qiuyuan Huang Lars Liden Zhou Yu Weizhu Chen Jianfeng Gao KELM HILM LRM 89 399 0 24 Feb 2023
GPT Takes the Bar Exam M. Bommarito Daniel Martin Katz ELM 77 155 0 29 Dec 2022
Detecting and Mitigating Hallucinations in Machine Translation: Model Internal Workings Alone Do Well, Sentence Similarity Even Better David Dale Elena Voita Loïc Barrault Marta R. Costa-jussá HILM 218 73 0 16 Dec 2022
Discovering Latent Knowledge in Language Models Without Supervision Collin Burns Haotian Ye Dan Klein Jacob Steinhardt 153 386 0 07 Dec 2022
Fine-tuning language models to find agreement among humans with diverse preferences Michiel A. Bakker Martin Chadwick Hannah R. Sheahan Michael Henry Tessler Lucy Campbell-Gillingham ... Nat McAleese Amelia Glaese John Aslanides M. Botvinick Christopher Summerfield ALM 110 236 0 28 Nov 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 362 3,699 0 02 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 888 13,207 0 04 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 232 2,435 0 08 Feb 2022
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 282 311 0 27 Apr 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 889 42,463 0 28 May 2020
Wizard of Wikipedia: Knowledge-Powered Conversational agents Emily Dinan Stephen Roller Kurt Shuster Angela Fan Michael Auli Jason Weston RALM KELM 148 950 0 03 Nov 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 169 1,667 0 14 Mar 2018
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 374 7,572 0 02 Dec 2016