On Hallucination and Predictive Uncertainty in Conditional Language Generation

28 March 2021

Papers citing "On Hallucination and Predictive Uncertainty in Conditional Language Generation"

50 / 126 papers shown

Title
Interpretable Zero-shot Learning with Infinite Class Concepts Zihan Ye Shreyank N Gowda Shiming Chen Yaochu Jin Kaizhu Huang Xiaobo Jin VLM 39 0 0 06 May 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
Revisiting Uncertainty Quantification Evaluation in Language Models: Spurious Interactions with Response Length Bias Results Andrea Santilli Adam Goliñski Michael Kirchhof Federico Danieli Arno Blaas Miao Xiong Luca Zappella Sinead Williamson 25 0 0 18 Apr 2025
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion Jakub Podolak Leon Peric Mina Janicijevic Roxana Petcu 23 0 0 09 Apr 2025
Hallucination Detection using Multi-View Attention Features Yuya Ogasa Yuki Arase 31 0 0 06 Apr 2025
KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models Zhenting Wang Zhongxin Liu Ying Li Hongyu Sun Meng Xu Yuqing Zhang HILM 53 0 0 25 Mar 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 55 1 0 18 Mar 2025
Investigating Human-Aligned Large Language Model Uncertainty Kyle Moore Jesse Roberts Daryl Watson Pamela Wisniewski 58 0 0 16 Mar 2025
Plausibility Vaccine: Injecting LLM Knowledge for Event Plausibility Jacob Chmura Jonah Dauvet Sebastian Sabry 59 0 0 16 Mar 2025
Uncertainty in Action: Confidence Elicitation in Embodied Agents Tianjiao Yu Vedant Shah Muntasir Wahed Kiet A. Nguyen Adheesh Sunil Juvekar Tal August Ismini Lourentzou 51 0 0 13 Mar 2025
SINdex: Semantic INconsistency Index for Hallucination Detection in LLMs Samir Abdaljalil Hasan Kurban Parichit Sharma Erchin Serpedin Rachad Atat HILM 61 0 0 07 Mar 2025
Uncertainty-Aware Decoding with Minimum Bayes Risk Nico Daheim Clara Meister Thomas Möllenhoff Iryna Gurevych 58 0 0 07 Mar 2025
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! Ashok Urlana Gopichand Kanumolu Charaka Vinayak Kumar B. Garlapati Rahul Mishra HILM 70 0 0 06 Mar 2025
HalCECE: A Framework for Explainable Hallucination Detection through Conceptual Counterfactuals in Image Captioning Maria Lymperaiou Giorgos Filandrianos Angeliki Dimitriou Athanasios Voulodimos Giorgos Stamou MLLM 40 0 0 01 Mar 2025
Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods Nicola Cecere Andrea Bacciu Ignacio Fernández Tobías Amin Mantrach 66 0 0 25 Feb 2025
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation Hieu Nguyen Zihao He Shoumik Atul Gandre Ujjwal Pasupulety Sharanya Kumari Shivakumar Kristina Lerman HILM 59 1 0 16 Feb 2025
Preventing Rogue Agents Improves Multi-Agent Collaboration Ohav Barbi Ori Yoran Mor Geva 55 1 0 09 Feb 2025
Enhancing Hallucination Detection through Noise Injection Litian Liu Reza Pourreza Sunny Panchal Apratim Bhattacharyya Yao Qin Roland Memisevic HILM 83 3 0 06 Feb 2025
On The Truthfulness of 'Surprisingly Likely' Responses of Large Language Models Naman Goel HILM 57 0 0 28 Jan 2025
Pretraining with random noise for uncertainty calibration Jeonghwan Cheon Se-Bum Paik OnRL 46 0 0 23 Dec 2024
An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation Joy Mahapatra Utpal Garain HILM ALM 69 1 0 28 Nov 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 123 2 0 24 Nov 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 124 1 0 30 Oct 2024
A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice Hsiu-Yuan Huang Yutong Yang Zhaoxi Zhang Sanwoo Lee Yunfang Wu 47 10 0 20 Oct 2024
Probabilistic Degeneracy Detection for Point-to-Plane Error Minimization Johan Hatleskog Kostas Alexis 3DPC 47 2 0 14 Oct 2024
A Survey on the Honesty of Large Language Models Siheng Li Cheng Yang Taiqiang Wu Chufan Shi Yuji Zhang ... Jie Zhou Yujiu Yang Ngai Wong Xixin Wu Wai Lam HILM 35 5 0 27 Sep 2024
Pre-trained Language Models Return Distinguishable Probability Distributions to Unfaithfully Hallucinated Texts Taehun Cha Donghun Lee HILM 29 1 0 25 Sep 2024
Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles Qiujing Lu Xuanhan Wang Yiwei Jiang Guangming Zhao Mingyue Ma Shuo Feng 56 8 0 10 Sep 2024
Hallucination Detection in LLMs: Fast and Memory-Efficient Finetuned Models Gabriel Y. Arteaga Thomas B. Schon Nicolas Pielawski 38 7 0 04 Sep 2024
Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization Yuxin Jiang Bo Huang Yufei Wang Xingshan Zeng Liangyou Li Yasheng Wang Xin Jiang Lifeng Shang Ruiming Tang Wei Wang 44 5 0 14 Aug 2024
On the consistent reasoning paradox of intelligence and optimal trust in AI: The power of Í don't know' Alexander Bastounis Paolo Campodonico M. Schaar Ben Adcock Anders C. Hansen LRM 31 2 0 05 Aug 2024
Cost-Effective Hallucination Detection for LLMs Simon Valentin Jinmiao Fu Gianluca Detommaso Shaoyuan Xu Giovanni Zappella Bryan Wang HILM 42 4 0 31 Jul 2024
AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks? Ori Yoran S. Amouyal Chaitanya Malaviya Ben Bogin Ofir Press Jonathan Berant LLMAG 39 33 0 22 Jul 2024
Internal Consistency and Self-Feedback in Large Language Models: A Survey Xun Liang Shichao Song Zifan Zheng Hanyu Wang Qingchen Yu ... Rong-Hua Li Peng Cheng Zhonghao Wang Zhiyu Li Zhiyu Li HILM LRM 70 26 0 19 Jul 2024
Uncertainty Estimation of Large Language Models in Medical Question Answering Jiaxin Wu Yizhou Yu Hong-Yu Zhou HILM ELM 46 2 0 11 Jul 2024
From Loops to Oops: Fallback Behaviors of Language Models Under Uncertainty Maor Ivgi Ori Yoran Jonathan Berant Mor Geva HILM 68 8 0 08 Jul 2024
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 41 22 0 03 Jul 2024
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph Roman Vashurin Ekaterina Fadeeva Artem Vazhentsev Akim Tsvigun Daniil Vasilev ... Timothy Baldwin Timothy Baldwin Maxim Panov Artem Shelmanov Artem Shelmanov HILM 68 10 0 21 Jun 2024
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework Zackary Rackauckas Arthur Camara Jakub Zavrel 50 8 0 20 Jun 2024
On the Hallucination in Simultaneous Machine Translation M. Zhong Kehai Chen Zhengshan Xue Lemao Liu Mingming Yang Min Zhang HILM LRM 44 0 0 11 Jun 2024
On Subjective Uncertainty Quantification and Calibration in Natural Language Generation Ziyu Wang Chris Holmes UQLM 53 5 0 07 Jun 2024
Semantically Diverse Language Generation for Uncertainty Estimation in Language Models L. Aichberger Kajetan Schweighofer Mykyta Ielanskyi Sepp Hochreiter HILM 30 10 0 06 Jun 2024
Cycles of Thought: Measuring LLM Confidence through Stable Explanations Evan Becker Stefano Soatto 45 6 0 05 Jun 2024
Confidence-Aware Sub-Structure Beam Search (CABS): Mitigating Hallucination in Structured Data Generation with Large Language Models Chengwei Wei Kee Kiat Koo Amir Tavanaei Karim Bouyarmane 37 1 0 30 May 2024
Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities Alexander Nikitin Jannik Kossen Yarin Gal Pekka Marttinen UQCV 53 25 0 30 May 2024
Detecting Hallucinations in Large Language Model Generation: A Token Probability Approach Ernesto Quevedo Jorge Yero Rachel Koerner Pablo Rivas Tomas Cerny HILM 41 12 0 30 May 2024
Semantic Density: Uncertainty Quantification in Semantic Space for Large Language Models Xin Qiu Risto Miikkulainen 54 3 0 22 May 2024
Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval Mengjia Niu Hao Li Jie Shi Hamed Haddadi Fan Mo HILM 51 10 0 10 May 2024
Towards Unbiased Evaluation of Detecting Unanswerable Questions in EHRSQL Yongjin Yang Sihyeon Kim Sangmook Kim Gyubok Lee Se-Young Yun Edward Choi 41 2 0 29 Apr 2024
ProbGate at EHRSQL 2024: Enhancing SQL Query Generation Accuracy through Probabilistic Threshold Filtering and Error Handling Sangryul Kim Donghee Han Sehyun Kim 27 3 0 25 Apr 2024