Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification

15 November 2023

Papers citing "Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification"

32 / 32 papers shown

Title
Safeguarding Mobile GUI Agent via Logic-based Action Verification Jungjae Lee Dongjae Lee Chihun Choi Youngmin Im Jaeyoung Wi Kihong Heo Sangeun Oh Sunjae Lee Insik Shin LLMAG 75 0 0 24 Mar 2025
Quantifying the Robustness of Retrieval-Augmented Language Models Against Spurious Features in Grounding Data Shiping Yang Jie Wu Wenbiao Ding Ning Wu Shining Liang Ming Gong Hengyuan Zhang Dongmei Zhang AAML 64 1 0 07 Mar 2025
Shakespearean Sparks: The Dance of Hallucination and Creativity in LLMs' Decoding Layers Zicong He Boxuan Zhang Lu Cheng 42 0 0 04 Mar 2025
Improving Model Factuality with Fine-grained Critique-based Evaluator Yiqing Xie Wenxuan Zhou Pradyot Prakash Di Jin Yuning Mao ... Sinong Wang Han Fang Carolyn Rose Daniel Fried Hejia Zhang HILM 25 5 0 24 Oct 2024
Atomic Fact Decomposition Helps Attributed Question Answering Zhichao Yan J. Wang Jiaoyan Chen Xiaoli Li Ru Li Jeff Z. Pan KELM HILM 24 0 0 22 Oct 2024
RAC: Efficient LLM Factuality Correction with Retrieval Augmentation Changmao Li Jeffrey Flanigan KELM LRM 14 0 0 21 Oct 2024
A Unified Hallucination Mitigation Framework for Large Vision-Language Models Yue Chang Liqiang Jing Xiaopeng Zhang Yue Zhang VLM MLLM 50 1 0 24 Sep 2024
SwiftDossier: Tailored Automatic Dossier for Drug Discovery with LLMs and Agents Gabriele Fossi Youssef Boulaimen Leila Outemzabet Nathalie Jeanray Stephane Gerart Sebastien Vachenc Joanna Giemza Salvatore Raieli 19 2 0 24 Sep 2024
Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling Xinyue Fang Zhen Huang Zhiliang Tian Minghui Fang Ziyi Pan Quntian Fang Zhihua Wen Hengyue Pan Dongsheng Li HILM 80 2 0 17 Sep 2024
CLUE: Concept-Level Uncertainty Estimation for Large Language Models Yu-Hsiang Wang Andrew Bai Che-Ping Tsai Cho-Jui Hsieh LRM 22 0 0 04 Sep 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 Feiyu Xiong Zhiyu Li HILM LRM 54 23 0 19 Jul 2024
On Mitigating Code LLM Hallucinations with API Documentation Nihal Jain Robert Kwiatkowski Baishakhi Ray M. K. Ramanathan Varun Kumar 25 7 0 13 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 30 2 0 02 Jul 2024
Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models Weihong Zhong Xiaocheng Feng Liang Zhao Qiming Li Lei Huang Yuxuan Gu Weitao Ma Yuan Xu Bing Qin MLLM 31 9 0 30 Jun 2024
Towards Fine-Grained Citation Evaluation in Generated Text: A Comparative Analysis of Faithfulness Metrics Weijia Zhang Mohammad Aliannejadi Yifei Yuan Jiahuan Pei Jia-Hong Huang Evangelos Kanoulas HILM 21 12 0 21 Jun 2024
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation Neeraj Varshney Satyam Raj Venkatesh Mishra Agneet Chatterjee Ritika Sarkar Amir Saeidi Chitta Baral LRM 18 7 0 08 Jun 2024
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks Maciej Besta Lorenzo Paleari Aleš Kubíček Piotr Nyczyk Robert Gerstenberger Patrick Iff Tomasz Lehmann H. Niewiadomski Torsten Hoefler 45 5 0 04 Jun 2024
Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents Zhengliang Shi Shen Gao Xiuyi Chen Yue Feng Lingyong Yan Haibo Shi Dawei Yin Zhumin Chen Suzan Verberne LLMAG 44 14 0 26 May 2024
LLMs can learn self-restraint through iterative self-reflection Alexandre Piché Aristides Milios Dzmitry Bahdanau Chris Pal 23 5 0 15 May 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Y. Zou AAML 47 39 0 16 Apr 2024
FACTOID: FACtual enTailment fOr hallucInation Detection Vipula Rawte S. M. Towhidul Krishnav Rajbangshi Shravani Nag Aman Chadha Amit P. Sheth Amitava Das HILM 20 3 0 28 Mar 2024
HaluEval-Wild: Evaluating Hallucinations of Language Models in the Wild Zhiying Zhu Yiming Yang Zhiqing Sun HILM VLM 26 10 0 07 Mar 2024
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models Hanxing Ding Liang Pang Zihao Wei Huawei Shen Xueqi Cheng HILM RALM 67 15 0 16 Feb 2024
Factuality of Large Language Models in the Year 2024 Yuxia Wang Minghan Wang Muhammad Arslan Manzoor Fei Liu Georgi Georgiev Rocktim Jyoti Das Preslav Nakov LRM HILM 22 20 0 04 Feb 2024
Generative AI in EU Law: Liability, Privacy, Intellectual Property, and Cybersecurity Claudio Novelli F. Casolari Philipp Hacker Giorgio Spedicato Luciano Floridi AILaw SILM 34 41 0 14 Jan 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 19 175 0 02 Jan 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 138 600 0 17 Oct 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 75 246 0 22 May 2023
"According to ...": Prompting Language Models Improves Quoting from Pre-Training Data Orion Weller Marc Marone Nathaniel Weir Dawn J Lawrie Daniel Khashabi Benjamin Van Durme HILM 61 44 0 22 May 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022