Contrastive Learning Reduces Hallucination in Conversations

20 December 2022

Maarten de Rijke

Papers citing "Contrastive Learning Reduces Hallucination in Conversations"

38 / 38 papers shown

Title
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 154 1 0 18 Feb 2025
ACCon: Angle-Compensated Contrastive Regularizer for Deep Regression Botao Zhao Xiaoyang Qu Zuheng Kang Junqing Peng Jing Xiao Jianzong Wang 35 0 0 13 Jan 2025
Exploring the Knowledge Mismatch Hypothesis: Hallucination Propensity in Small Models Fine-tuned on Data from Larger Models Phil Wee Riyadh Baghdadi HILM 32 0 0 31 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 28 3 0 19 Oct 2024
Contrastive Token Learning with Similarity Decay for Repetition Suppression in Machine Translation Huangyu Dai Ben Chen Kaidi Chen Ying Han Zihan Liang Wen Jiang 31 0 0 30 Sep 2024
Interactive DualChecker for Mitigating Hallucinations in Distilling Large Language Models Meiyun Wang Masahiro Suzuki Hiroki Sakaji Kiyoshi Izumi VLM 31 0 0 22 Aug 2024
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering Zhengliang Shi Shuo Zhang Weiwei Sun Shen Gao Pengjie Ren Zhumin Chen Zhaochun Ren RALM 37 28 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 35 7 0 08 Jun 2024
AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways Zehang Deng Yongjian Guo Changzhou Han Wanlun Ma Junwu Xiong Sheng Wen Yang Xiang 44 23 0 04 Jun 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 78 46 0 23 Apr 2024
CTSM: Combining Trait and State Emotions for Empathetic Response Model Yufeng Wang Chao Chen Zhou Yang Shuhui Wang Xiangwen Liao 40 6 0 22 Mar 2024
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models Yougang Lyu Lingyong Yan Shuaiqiang Wang Haibo Shi Dawei Yin Pengjie Ren Zhumin Chen Maarten de Rijke Zhaochun Ren 24 5 0 17 Feb 2024
IllusionX: An LLM-powered mixed reality personal companion Ramez Yousri Zeyad Essam Yehia Kareem Youstina Sherief Sherry Gamil Soha Safwat 24 3 0 04 Feb 2024
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records Yuqing Wang Malvika Pillai Yun Zhao Catherine M. Curtin Tina Hernandez-Boussard 27 0 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 44 22 0 16 Jan 2024
VLLaVO: Mitigating Visual Gap through LLMs Shuhao Chen Yulong Zhang Weisen Jiang Jiangang Lu Yu Zhang VLM 54 2 0 06 Jan 2024
Large Language Models for Conducting Advanced Text Analytics Information Systems Research Benjamin Ampel Chi-Heng Yang Junjie Hu Hsinchun Chen 33 7 0 27 Dec 2023
$$\textit{Dial BeInfo for Faithfulness}$: Improving Factuality of Information-Seeking Dialogue via Behavioural Fine-Tuning$ $\textit{Dial BeInfo for Faithfulness}$ : Improving Factuality of Information-Seeking Dialogue via Behavioural Fine-Tuning E. Razumovskaia Ivan Vulić Pavle Marković Tomasz Cichy Qian Zheng Tsung-Hsien Wen Paweł Budzianowski HILM 37 10 0 16 Nov 2023
Insights into Classifying and Mitigating LLMs' Hallucinations Alessandro Bruno P. Mazzeo Aladine Chetouani Marouane Tliba M. A. Kerkouri HILM 43 10 0 14 Nov 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 184 0 11 Oct 2023
Chain-of-Verification Reduces Hallucination in Large Language Models S. Dhuliawala M. Komeili Jing Xu Roberta Raileanu Xian Li Asli Celikyilmaz Jason Weston LRM HILM 22 176 0 20 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 48 76 0 13 Sep 2023
Sparks of Large Audio Models: A Survey and Outlook S. Latif Moazzam Shoukat Fahad Shamshad Muhammad Usama Yi Ren ... Wenwu Wang Xulong Zhang Roberto Togneri Erik Cambria Björn W. Schuller LM&MA AuLLM 31 38 0 24 Aug 2023
MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots Gelei Deng Yi Liu Yuekang Li Kailong Wang Ying Zhang Zefeng Li Haoyu Wang Tianwei Zhang Yang Liu SILM 37 118 0 16 Jul 2023
Answering Ambiguous Questions via Iterative Prompting Weiwei Sun Hengyi Cai Hongshen Chen Pengjie Ren Zhumin Chen Maarten de Rijke Z. Ren 39 9 0 08 Jul 2023
Large Language Models for Supply Chain Optimization Beibin Li Konstantina Mellou Bo-qing Zhang Jeevan Pathuri Ishai Menache 23 44 0 08 Jul 2023
KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation Jiaqi Bai Zhao Yan Jian Yang Xinnian Liang Hongcheng Guo Zhoujun Li 18 9 0 27 Jun 2023
Prompt Injection attack against LLM-integrated Applications Yi Liu Gelei Deng Yuekang Li Kailong Wang Zihao Wang ... Tianwei Zhang Yepang Liu Haoyu Wang Yanhong Zheng Yang Liu SILM 41 317 0 08 Jun 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 75 44 0 22 May 2023
The Scope of In-Context Learning for the Extraction of Medical Temporal Constraints Parker Seegmiller Joseph Gatto Madhusudan Basak Diane J. Cook Hassan Ghasemzadeh John A. Stankovic S. Preum 31 1 0 16 Mar 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 28 15 0 17 Feb 2023
Exploring Prompt-based Few-shot Learning for Grounded Dialog Generation Chujie Zheng Minlie Huang 59 44 0 14 Sep 2021
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation Leyang Cui Yu-Huan Wu Shujie Liu Yue Zhang 75 22 0 12 Sep 2021
Substructure Substitution: Structured Data Augmentation for NLP Freda Shi Karen Livescu Kevin Gimpel 192 41 0 02 Jan 2021
Knowledge-Grounded Dialogue Generation with Pre-trained Language Models Xueliang Zhao Wei Yu Wu Can Xu Chongyang Tao Dongyan Zhao Rui Yan 191 192 0 17 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 112 80 0 13 Oct 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 415 2,588 0 03 Sep 2019