Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling

17 September 2024

Hengyue Pan

Papers citing "Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling"

34 / 34 papers shown

Title
Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering Zhihua Wen Zhiliang Tian Z. Jian Zhen Huang Pei Ke Yifu Gao Minlie Huang Dongsheng Li 58 11 0 23 May 2024
ERATTA: Extreme RAG for Table To Answers with Large Language Models Sohini Roychowdhury Marko Krema Anvar Mahammad Brian Moore Arijit Mukherjee Punit Prakashchandra RALM 32 3 0 07 May 2024
PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics Derui Zhu Dingfan Chen Qing Li Zongxiong Chen Lei Ma Jens Grossklags Mario Fritz HILM 54 11 0 06 Apr 2024
Fakes of Varying Shades: How Warning Affects Human Perception and Engagement Regarding LLM Hallucinations Mahjabin Nahar Haeseung Seo Eun-Ju Lee Aiping Xiong Dongwon Lee HILM 64 11 0 04 Apr 2024
SHROOM-INDElab at SemEval-2024 Task 6: Zero- and Few-Shot LLM-Based Classification for Hallucination Detection Bradley Paul Allen Fina Polat Paul T. Groth VLM 36 2 0 04 Apr 2024
On Large Language Models' Hallucination with Regard to Known Facts Che Jiang Biqing Qi Xiangyu Hong Dayuan Fu Yang Cheng Fandong Meng Mo Yu Bowen Zhou Jie Zhou HILM LRM 49 18 0 29 Mar 2024
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding Xintong Wang Jingheng Pan Liang Ding Christian Biemann MLLM 50 65 0 27 Mar 2024
Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection Moxin Li Wenjie Wang Fuli Feng Fengbin Zhu Qifan Wang Tat-Seng Chua HILM LRM 62 18 0 15 Mar 2024
Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification Ekaterina Fadeeva Aleksandr Rubashevskii Artem Shelmanov Sergey Petrakov Haonan Li ... Gleb Kuzmin Alexander Panchenko Timothy Baldwin Preslav Nakov Maxim Panov HILM 61 50 0 07 Mar 2024
In Search of Truth: An Interrogation Approach to Hallucination Detection Yakir Yehuda Itzik Malkiel Oren Barkan Jonathan Weill Royi Ronen Noam Koenigstein HILM 34 8 0 05 Mar 2024
Enabling Weak LLMs to Judge Response Reliability via Meta Ranking Zijun Liu Boqun Kou Peng Li Ming Yan Ji Zhang Fei Huang Yang Liu 60 2 0 19 Feb 2024
DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection Herun Wan Shangbin Feng Zhaoxuan Tan Heng Wang Yulia Tsvetkov Minnan Luo 77 30 0 16 Feb 2024
INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection Chao Chen Kai-Chun Liu Ze Chen Yi Gu Yue-bo Wu Mingyuan Tao Zhihang Fu Jieping Ye HILM 92 95 0 06 Feb 2024
Reducing LLM Hallucinations using Epistemic Neural Networks Shreyas Verma Kien Tran Yusuf Ali Guangyu Min 71 8 0 25 Dec 2023
On Early Detection of Hallucinations in Factual Question Answering Ben Snyder Marius Moisescu Muhammad Bilal Zafar HILM 72 25 0 19 Dec 2023
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering Mobashir Sadat Zhengyu Zhou Lukas Lange Jun Araki Arsalan Gundroo Bingqing Wang Rakesh R Menon Md. Rizwan Parvez Zhe Feng HILM 47 37 0 08 Dec 2023
Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus Tianhang Zhang Lin Qiu Qipeng Guo Cheng Deng Yue Zhang Zheng Zhang Cheng Zhou Xinbing Wang Luoyi Fu HILM 84 51 0 22 Nov 2023
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification Haoqiang Kang Juntong Ni Huaxiu Yao HILM LRM 49 34 0 15 Nov 2023
SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency Jiaxin Zhang Zhuohang Li Kamalika Das Bradley Malin Kumar Sricharan HILM LRM 28 59 0 03 Nov 2023
FLEEK: Factual Error Detection and Correction with Evidence Retrieved from External Knowledge Farima Fatahi Bayat Kun Qian Benjamin Han Yisi Sang Anton Belyi Samira Khorshidi Fei Wu Ihab F. Ilyas Yunyao Li HILM 57 25 0 26 Oct 2023
Chainpoll: A high efficacy method for LLM hallucination detection Robert Friel Atindriyo Sanyal LRM HILM 46 27 0 22 Oct 2023
A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection Shiping Yang Renliang Sun Xiao-Yi Wan HILM 60 41 0 10 Oct 2023
GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence Zhihua Wen Zhiliang Tian Wei Wu Yuxin Yang Yanqi Shi Zhen Huang Dongsheng Li RALM 68 14 0 09 Oct 2023
Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models Mert Yuksekgonul Varun Chandrasekaran Erik Jones Suriya Gunasekar Ranjita Naik Hamid Palangi Ece Kamar Besmira Nushi HILM 34 44 0 26 Sep 2023
DaMSTF: Domain Adversarial Learning Enhanced Meta Self-Training for Domain Adaptation Menglong Lu Zhen Huang Yunxiang Zhao Zhiliang Tian Yang Liu Dongsheng Li 55 6 0 05 Aug 2023
Meta-Tsallis-Entropy Minimization: A New Self-Training Approach for Domain Adaptation on Text Classification Menglong Lu Zhen Huang Zhiliang Tian Yunxiang Zhao Xuanyu Fei Dongsheng Li OOD 71 5 0 04 Aug 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 73 167 0 08 Jul 2023
LM vs LM: Detecting Factual Errors via Cross Examination Roi Cohen May Hamri Mor Geva Amir Globerson HILM 69 132 0 22 May 2023
RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought Tianci Xue Ziqi Wang Zhenhailong Wang Chi Han Pengfei Yu Heng Ji KELM LRM 67 35 0 19 May 2023
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment Yang Liu Dan Iter Yichong Xu Shuohang Wang Ruochen Xu Chenguang Zhu ELM ALM LM&MA 148 1,138 0 29 Mar 2023
Is ChatGPT a General-Purpose Natural Language Processing Task Solver? Chengwei Qin Aston Zhang Zhuosheng Zhang Jiaao Chen Michihiro Yasunaga Diyi Yang LM&MA AI4MH LRM ELM 122 689 0 08 Feb 2023
How Can We Know When Language Models Know? On the Calibration of Language Models for Question Answering Zhengbao Jiang Jun Araki Haibo Ding Graham Neubig UQCV 46 428 0 02 Dec 2020
MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers Wenhui Wang Furu Wei Li Dong Hangbo Bao Nan Yang Ming Zhou VLM 91 1,230 0 25 Feb 2020
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 150 4,772 0 17 Mar 2017