Detecting Hallucinated Content in Conditional Neural Sequence Generation

5 November 2020

Graham Neubig

Luke Zettlemoyer

Papers citing "Detecting Hallucinated Content in Conditional Neural Sequence Generation"

50 / 137 papers shown

Title
Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards Manveer Singh Tamber F. S. Bao Chenyu Xu Ge Luo Suleman Kazi Minseok Bae Miaoran Li Ofer Mendelevitch Renyi Qu Jimmy J. Lin VLM 21 0 0 07 May 2025
UCSC at SemEval-2025 Task 3: Context, Models and Prompt Optimization for Automated Hallucination Detection in LLM Output Sicong Huang Jincheng He Shiyuan Huang Karthik Raja Anandan Arkajyoti Chakraborty Ian Lane HILM LRM 29 0 0 05 May 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering Rong Cheng J. Liu Yan Zheng Fei Ni Jiazhen Du Hangyu Mao Fuzheng Zhang Bo-Lan Wang Jianye Hao LRM 54 0 0 25 Apr 2025
SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared Task on Hallucinations and Related Observable Overgeneration Mistakes Raúl Vázquez Timothee Mickus Elaine Zosa Teemu Vahtola Jörg Tiedemann ... Liane Guillou Ona de Gibert Jaione Bengoetxea Joseph Attieh Marianna Apidianaki HILM VLM LRM 85 0 0 16 Apr 2025
Graph of AI Ideas: Leveraging Knowledge Graphs and LLMs for AI Research Idea Generation Xian Gao Zongyun Zhang Mingye Xie Ting Liu Yuzhuo Fu 39 0 0 11 Mar 2025
FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA S M Sarwar 66 1 0 25 Feb 2025
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the Wild Saad Obaid ul Islam Anne Lauscher Goran Glavas HILM LRM 115 1 0 21 Feb 2025
Can Hallucination Correction Improve Video-Language Alignment? Lingjun Zhao Mingyang Xie Paola Cascante-Bonilla Hal Daumé III Kwonjoon Lee HILM VLM 57 0 0 20 Feb 2025
LLM-assisted Physical Invariant Extraction for Cyber-Physical Systems Anomaly Detection Danial Abshari Chenglong Fu Meera Sridhar 39 7 0 17 Nov 2024
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant Yujia Zhou Zheng Liu Zhicheng Dou AIFin LRM RALM 31 2 0 11 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 50 0 0 07 Nov 2024
From Novice to Expert: LLM Agent Policy Optimization via Step-wise Reinforcement Learning Zhirui Deng Zhicheng Dou Y. X. Zhu Ji-Rong Wen Ruibin Xiong Mang Wang Weipeng Chen 26 6 0 06 Nov 2024
Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings Yashvir S. Grewal Edwin V. Bonilla Thang D. Bui UQCV 25 3 0 30 Oct 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 48 0 0 22 Oct 2024
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models Jiatao Li Xinyu Hu Xunjian Yin Xiaojun Wan RALM 48 0 0 17 Oct 2024
FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs Deema Alnuhait Neeraja Kirtane Muhammad Khalifa Hao Peng HILM LRM 34 2 0 03 Oct 2024
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval Jiatao Li Xinyu Hu Xiaojun Wan 19 1 0 21 Sep 2024
Evaluating the Translation Performance of Large Language Models Based on Euas-20 Yan Huang Wei Liu ELM 35 0 0 06 Aug 2024
Mitigating Entity-Level Hallucination in Large Language Models Weihang Su Yichen Tang Qingyao Ai Changyue Wang Zhijing Wu Yiqun Liu HILM 27 6 0 12 Jul 2024
From Loops to Oops: Fallback Behaviors of Language Models Under Uncertainty Maor Ivgi Ori Yoran Jonathan Berant Mor Geva HILM 47 8 0 08 Jul 2024
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models Yuyan Chen Qiang Fu Yichen Yuan Zhihao Wen Ge Fan Dayiheng Liu Dongmei Zhang Zhixu Li Yanghua Xiao HILM 42 68 0 04 Jul 2024
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness Khyathi Raghavi Chandu Linjie Li Anas Awadalla Ximing Lu Jae Sung Park Jack Hessel Lijuan Wang Yejin Choi 41 2 0 02 Jul 2024
VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models Yuxuan Wang Yueqian Wang Dongyan Zhao Cihang Xie Zilong Zheng MLLM VLM 39 25 0 24 Jun 2024
REAL Sampling: Boosting Factuality and Diversity of Open-Ended Generation via Asymptotic Entropy Haw-Shiuan Chang Nanyun Peng Mohit Bansal Anil Ramakrishna Tagyoung Chung HILM 33 2 0 11 Jun 2024
The Task-oriented Queries Benchmark (ToQB) Keun Soo Yim 36 1 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 22 1 0 30 May 2024
Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding Shenghuan Sun Gregory M. Goldgof Alexander Schubert Zhiqing Sun Thomas Hartvigsen A. Butte Ahmed Alaa LM&MA 27 4 0 29 May 2024
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges Jonas Becker Jan Philip Wahle Bela Gipp Terry Ruas 23 9 0 24 May 2024
Alleviating Hallucinations in Large Vision-Language Models through Hallucination-Induced Optimization Beitao Chen Xinyu Lyu Lianli Gao Jingkuan Song Hengtao Shen MLLM 54 10 0 24 May 2024
Medical Dialogue: A Survey of Categories, Methods, Evaluation and Challenges Xiaoming Shi Zeming Liu Li Du Yuxuan Wang Hongru Wang Yuhang Guo Tong Ruan Jie Xu Shaoting Zhang LM&MA ELM 32 1 0 17 May 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 62 7 0 25 Apr 2024
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval Peter Baile Chen Yi Zhang Dan Roth LMTD 44 12 0 15 Apr 2024
Mitigating Hallucination in Abstractive Summarization with Domain-Conditional Mutual Information Kyubyung Chae Jaepill Choi Yohan Jo Taesup Kim HILM 20 1 0 15 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 35 6 0 12 Apr 2024
Know When To Stop: A Study of Semantic Drift in Text Generation Ava Spataru Eric Hambro Elena Voita Nicola Cancedda 26 3 0 08 Apr 2024
A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generation Jifan Yu Xiaohan Zhang Yifan Xu Xuanyu Lei Zijun Yao Jing Zhang Lei Hou Juanzi Li HILM 28 1 0 04 Apr 2024
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding Ahmad A Mahmood Ashmal Vayani Muzammal Naseer Salman Khan Fahad Shahbaz Khan LRM 49 7 0 21 Mar 2024
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models Weihang Su Yichen Tang Qingyao Ai Zhijing Wu Yiqun Liu 3DV RALM AI4TS SyDa 48 18 0 15 Mar 2024
SemEval-2024 Shared Task 6: SHROOM, a Shared-task on Hallucinations and Related Observable Overgeneration Mistakes Timothee Mickus Elaine Zosa Raúl Vázquez Teemu Vahtola Jörg Tiedemann Vincent Segonne Alessandro Raganato Marianna Apidianaki HILM LRM 27 20 0 12 Mar 2024
Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language Models Weihang Su Changyue Wang Qingyao Ai Hu Yiran Zhijing Wu Yujia Zhou Yiqun Liu HILM 34 28 0 11 Mar 2024
On the Benefits of Fine-Grained Loss Truncation: A Case Study on Factuality in Summarization Lorenzo Jaime Yu Flores Arman Cohan HILM 38 2 0 09 Mar 2024
HaluEval-Wild: Evaluating Hallucinations of Language Models in the Wild Zhiying Zhu Yiming Yang Zhiqing Sun HILM VLM 41 14 0 07 Mar 2024
Successfully Guiding Humans with Imperfect Instructions by Highlighting Potential Errors and Suggesting Corrections Lingjun Zhao Khanh Nguyen Hal Daumé 28 1 0 26 Feb 2024
A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models S. Hegselmann Zejiang Shen Florian Gierse Monica Agrawal David Sontag Xiaoyi Jiang HILM VLM 24 6 0 23 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 42 23 0 19 Feb 2024
Metacognitive Retrieval-Augmented Large Language Models Yujia Zhou Zheng Liu Jiajie Jin Jian-yun Nie Zhicheng Dou RALM KELM AIFin LRM 27 14 0 18 Feb 2024
Redefining "Hallucination" in LLMs: Towards a psychology-informed framework for mitigating misinformation Elijah Berberette Jack Hutchins Amir Sadovnik 14 9 0 01 Feb 2024
Hallucination Detection and Hallucination Mitigation: An Investigation Junliang Luo Tianyu Li Di Wu Michael R. M. Jenkin Steve Liu Gregory Dudek HILM LLMAG 39 22 0 16 Jan 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 28 34 0 09 Jan 2024
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 Bhrigu Garg Parsa Mazaheri HILM 25 1 0 22 Dec 2023