Hallucination in Language Models

HILM

Dedicated to studies primarily investigating the causes, implications, and solutions for the phenomenon where language models generate plausible but incorrect or nonsensical outputs.

Neighbor communities

51015

Featured Papers

0 / 0 papers shown

Title

All papers

50 / 1,232 papers shown

Title
Citation-Grounded Code Comprehension: Preventing LLM Hallucination Through Hybrid Retrieval and Graph-Augmented Context Jahidul Arafat HILM 61 0 0 13 Dec 2025
Does Less Hallucination Mean Less Creativity? An Empirical Investigation in LLMs Mohor Banerjee Nadya Yuki Wangsajaya Syed Ali Redha Alsagoff Min Sen Tan Zachary Choy Kit Chun Alvin Chan Guo Wei HILM 37 0 0 12 Dec 2025
CLINIC: Evaluating Multilingual Trustworthiness in Language Models for Healthcare Akash Ghosh Srivarshinee Sridhar Raghav Kaushik Ravi Muhsin Muhsin Sriparna Saha Chirag Agarwal HILM 12 0 0 12 Dec 2025
The FACTS Leaderboard: A Comprehensive Benchmark for Large Language Model Factuality Aileen Cheng Alon Jacovi Amir Globerson Ben Golan Charles Kwong ... Srinivasan Venkatachary Tulsee Doshi Yossi Matias Sasha Goldshtein Dipanjan Das HILM ALM KELM 128 0 0 11 Dec 2025
FIBER: A Multilingual Evaluation Resource for Factual Inference Bias Evren Ayberk Munis Deniz Yılmaz Arianna Muti Çağrı Toraman HILM 104 0 0 11 Dec 2025
Calibrated Trust in Dealing with LLM Hallucinations: A Qualitative Study Adrian Ryser Florian Allwein Tim Schlippe HILM 8 0 0 09 Dec 2025
Training LLMs for Honesty via Confessions Manas Joglekar Jeremy Chen Gabriel Wu Jason Yosinski Jasmine Wang Boaz Barak Amelia Glaese HILM 139 0 0 08 Dec 2025
FVA-RAG: Falsification-Verification Alignment for Mitigating Sycophantic Hallucinations Mayank Ravishankara HILM 108 0 0 07 Dec 2025
Faithfulness metric fusion: Improving the evaluation of LLM trustworthiness across domains Ben Malin Tatiana Kalganova Nikolaos Boulgouris HILM 128 0 0 05 Dec 2025
HalluGen: Synthesizing Realistic and Controllable Hallucinations for Evaluating Image Restoration Seunghoi Kim Henry F. J. Tregidgo Chen Jin Matteo Figini Daniel C. Alexander DiffM HILM 60 0 0 03 Dec 2025
AlignCheck: a Semantic Open-Domain Metric for Factual Consistency Assessment Ahmad Aghaebrahimian HILM 20 0 0 03 Dec 2025
Towards Unification of Hallucination Detection and Fact Verification for Large Language Models Weihang Su Jianming Long Changyue Wang Shiyu Lin Jingyan Xu Ziyi Ye Qingyao Ai Yiqun Liu HILM 28 0 0 02 Dec 2025
Detecting AI Hallucinations in Finance: An Information-Theoretic Method Cuts Hallucination Rate by 92% Mainak Singha HILM 132 0 0 02 Dec 2025
InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration Zhongyu Yang Yingfang Yuan Xuanming Jiang Baoyi An Wei Pang LLMAG HILM LRM 52 0 0 02 Dec 2025
Fine-Tuned Large Language Models for Logical Translation: Reducing Hallucinations with Lang2LogicInternational Symposium on Networks, Computers and Communications (ISNCC), 2025 Muyu Pan Dheeraj Kodakandla Mahfuza Farooque HILM LRM 208 0 0 02 Dec 2025
A Concise Review of Hallucinations in LLMs and their Mitigation Parth Pulkundwar Vivek Dhanawade Rohit Yadav Minal Sonkar Medha Asurlekar Sarita Rathod HILM 16 0 0 02 Dec 2025
HalluGraph: Auditable Hallucination Detection for Legal RAG Systems via Knowledge Graph Alignment Valentin Noël Elimane Yassine Seidou Charly Ken Capo-Chichi Ghanem Amari HILM 40 0 0 01 Dec 2025
BHRAM-IL: A Benchmark for Hallucination Recognition and Assessment in Multiple Indian Languages Hrishikesh Terdalkar Kirtan Bhojani Aryan Dongare Omm Aditya Behera HILM VLM 60 0 0 01 Dec 2025
H-Neurons: On the Existence, Impact, and Origin of Hallucination-Associated Neurons in LLMs Cheng Gao Huimin Chen Chaojun Xiao Zhiyi Chen Zhiyuan Liu Maosong Sun HILM LRM 48 0 0 01 Dec 2025
Graphing the Truth: Structured Visualizations for Automated Hallucination Detection in LLMs Tanmay Agrawal HILM 166 0 0 29 Nov 2025
RoParQ: Paraphrase-Aware Alignment of Large Language Models Towards Robustness to Paraphrased Questions Minjoon Choi HILM 24 0 0 26 Nov 2025
REFLEX: Self-Refining Explainable Fact-Checking via Disentangling Truth into Style and Substance Chuyi Kong Gao Wei Jing Ma Hongzhan Lin Yaxin Fan KELM HILM 178 0 0 25 Nov 2025
Large Language Models Require Curated Context for Reliable Political Fact-Checking -- Even with Reasoning and Web Search Matthew R. Deverna Kai-Cheng Yang Harry Yaojun Yan Filippo Menczer KELM HILM LRM ELM 146 0 0 24 Nov 2025
FISCAL: Financial Synthetic Claim-document Augmented Learning for Efficient Fact-Checking Rishab Sharma Iman Saberi Elham Alipour Jie JW Wu Fatemeh H. Fard HILM 44 0 0 24 Nov 2025
Representational Stability of Truth in Large Language Models Samantha Dies Courtney Maynard Germans Savcisens Tina Eliassi-Rad HILM 177 0 0 24 Nov 2025
"AGI" team at SHROOM-CAP: Data-Centric Approach to Multilingual Hallucination Detection using XLM-RoBERTa Harsh Rathva Pruthwik Mishra Shrikant Malviya HILM 38 0 0 23 Nov 2025
Measuring the Impact of Lexical Training Data Coverage on Hallucination Detection in Large Language Models Shuo Zhang Fabrizio Gotti Fengran Mo J. Nie HILM 182 0 0 22 Nov 2025
MUCH: A Multilingual Claim Hallucination Benchmark Jérémie Dentan Alexi Canesse Davide Buscaldi A. Shabou Sonia Vanier HILM 114 0 0 21 Nov 2025
Liars' Bench: Evaluating Lie Detectors for Language Models Kieron Kretschmar Walter Laurito Sharan Maiya Samuel Marks HILM 81 1 0 20 Nov 2025
Thinking, Faithful and Stable: Mitigating Hallucinations in LLMs Chelsea Zou Yiheng Yao Basant Khalil HILM 124 0 0 19 Nov 2025
Enhancing Reliability across Short and Long-Form QA via Reinforcement Learning Yudong Wang Zhe Yang Wenhan Ma Zhifang Sui Liang Zhao HILM OffRL LRM 100 0 0 19 Nov 2025
AA-Omniscience: Evaluating Cross-Domain Knowledge Reliability in Large Language Models Declan Jackson William Keating George Cameron Micah Hill-Smith HILM RALM ELM 432 0 0 17 Nov 2025
Quantifying consistency and accuracy of Latent Dirichlet Allocation Saranzaya Magsarjav Melissa Humphries J. Tuke Lewis Mitchell HILM 116 0 0 17 Nov 2025
Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts Raavi Gupta Pranav Hari Panicker S. Bhatia Ganesh Ramakrishnan HILM 72 0 0 15 Nov 2025
Honesty over Accuracy: Trustworthy Language Models through Reinforced Hesitation Mohamad Amin Mohamadi Tianhao Wang Zhiyuan Li HILM 270 0 0 14 Nov 2025
Can LLMs Detect Their Own Hallucinations? Sora Kadotani Kosuke Nishida Kyosuke Nishida HILM LRM 189 0 0 14 Nov 2025
Faithful Summarization of Consumer Health Queries: A Cross-Lingual Framework with LLMs Ajwad Abrar Nafisa Tabassum Oeshy Prianka Maheru Farzana Tabassum T. Chowdhury HILM 240 0 0 13 Nov 2025
The Map of Misbelief: Tracing Intrinsic and Extrinsic Hallucinations Through Attention Patterns Elyes Hajji Aymen Bouguerra Fabio Arnez HILM 36 0 0 13 Nov 2025
Hallucinate or Memorize? The Two Sides of Probabilistic Learning in Large Language ModelsJournal of Imaging (JI), 2025 Junichiro Niimi HILM 128 0 0 12 Nov 2025
Taming Object Hallucinations with Verified Atomic Confidence Estimation Jiarui Liu Weihao Xuan Zhijing Jin Mona T. Diab MLLM HILM 152 0 0 12 Nov 2025
HalluClean: A Unified Framework to Combat Hallucinations in LLMs Yaxin Zhao Yu Zhang HILM 76 0 0 12 Nov 2025
Chain of Summaries: Summarization Through Iterative Questioning William Brach Lukas Galke Poech HILM 140 0 0 12 Nov 2025
When Bias Pretends to Be Truth: How Spurious Correlations Undermine Hallucination Detection in LLMs Shaowen Wang Yiqi Dong Ruinian Chang Tansheng Zhu Yuebo Sun Kaifeng Lyu Jian Li HILM 177 0 0 10 Nov 2025
Stress Testing Factual Consistency Metrics for Long-Document Summarization Zain Muhammad Mujahid Dustin Wright Isabelle Augenstein HILM 101 0 0 10 Nov 2025
When Evidence Contradicts: Toward Safer Retrieval-Augmented Generation in Healthcare Saeedeh Javadi Sara Mirabi Manan Gangar Bahadorreza Ofoghi RALM HILM 199 0 0 10 Nov 2025
NOAH: Benchmarking Narrative Prior driven Hallucination and Omission in Video Large Language Models Kyuho Lee Euntae Kim Jinwoo Choi Buru Chang HILM 75 0 0 09 Nov 2025
Injecting Falsehoods: Adversarial Man-in-the-Middle Attacks Undermining Factual Recall in LLMs Alina Fastowski Bardh Prenkaj Yuxiao Li Gjergji Kasneci AAML KELM HILM 215 0 0 08 Nov 2025
Stemming Hallucination in Language Models Using a Licensing Oracle Simeon Emanuilov Richard Ackermann HILM 111 0 0 08 Nov 2025
REFLEX: Reference-Free Evaluation of Log Summarization via Large Language Model Judgment Priyanka Mudgal HILM 204 0 0 06 Nov 2025
HaluMem: Evaluating Hallucinations in Memory Systems of Agents Ding Chen Simin Niu Kehang Li Peng Liu Xiangping Zheng Bo Tang X. Li Feiyu Xiong Zhiyu Li LLMAG HILM VLM 294 0 0 05 Nov 2025

Loading #Papers per Month with "HILM"

Past speakers

Name (-)

Top Contributors

Name (-)

Top Organizations at ResearchTrend.AI

Name (-)

Social Events

Date	Location	Event
No social events available