Computation and Language · Computer Science
A Concise Review of Hallucinations in LLMs and their Mitigation
Parth Pulkundwar, Vivek Dhanawade, Rohit Yadav, Minal Sonkar +2
2025-12-03
Computation and Language · Computer Science
Cognitive Mirage: A Review of Hallucinations in Large Language Models
Hongbin Ye, Tong Liu, Aijia Zhang, Wei Hua +1
2023-09-14
Machine Learning · Statistics
LLMs Will Always Hallucinate, and We Need to Live With This
Sourav Banerjee, Ayushi Agarwal, Saloni Singla
2024-09-10
Computation and Language · Computer Science
A Unified Definition of Hallucination: It's The World Model, Stupid!
Emmy Liu, Varun Gangal, Chelsea Zou, Michael Yu +6
2026-02-04
Computation and Language · Computer Science
Hallucination Reduction in Long Input Text Summarization
Tohida Rehman, Ronit Mandal, Abhishek Agarwal, Debarshi Kumar Sanyal
2023-10-02
Machine Learning · Computer Science
Are Hallucinations Bad Estimations?
Hude Liu, Jerry Yao-Chieh Hu, Jennifer Yuntong Zhang, Zhao Song +1
2025-09-29
Computation and Language · Computer Science
Detecting Hallucinations in Large Language Model Generation: A Token Probability Approach
Ernesto Quevedo, Jorge Yero, Rachel Koerner, Pablo Rivas +1
2024-05-31
Computation and Language · Computer Science
Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations
Yiyou Sun, Yu Gai, Lijie Chen, Abhilasha Ravichander +2
2025-04-18
Computation and Language · Computer Science
Don't Believe Everything You Read: Enhancing Summarization Interpretability through Automatic Identification of Hallucinations in Large Language Models
Priyesh Vakharia, Devavrat Joshi, Meenal Chavan, Dhananjay Sonawane +2
2024-04-04
Computation and Language · Computer Science
SLPL SHROOM at SemEval2024 Task 06: A comprehensive study on models ability to detect hallucination
Pouya Fallah, Soroush Gooran, Mohammad Jafarinasab, Pouya Sadeghi +4
2024-04-10
Computation and Language · Computer Science
The Case for Repeatable, Open, and Expert-Grounded Hallucination Benchmarks in Large Language Models
Justin D. Norman, Michael U. Rivera, D. Alex Hughes
2025-11-06
Artificial Intelligence · Computer Science
A Survey of Hallucination in Large Visual Language Models
Wei Lan, Wenyi Chen, Qingfeng Chen, Shirui Pan +2
2024-10-22
Machine Learning · Computer Science
Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions
Hazel Kim, Tom A. Lamb, Adel Bibi, Philip Torr +1
2025-10-07