RHO ( $ρ$ ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding

3 December 2022

Papers citing "RHO ($ρ$): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding"

46 / 46 papers shown

Title
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 49 1 0 18 Mar 2025
Mask-DPO: Generalizable Fine-grained Factuality Alignment of LLMs Yuzhe Gu W. Zhang Chengqi Lyu D. Lin Kai Chen 60 1 0 04 Mar 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 66 7 0 21 Jan 2025
Fine-Tuning Large Language Models to Appropriately Abstain with Semantic Entropy Benedict Aaron Tjandra Muhammed Razzak Jannik Kossen Kunal Handa Yarin Gal HILM 28 0 0 22 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 50 0 0 22 Oct 2024
Generative Subgraph Retrieval for Knowledge Graph-Grounded Dialog Generation Jinyoung Park Minseok Joo Joo-Kyung Kim H. Kim RALM 31 1 0 12 Oct 2024
LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance Propagation Haichuan Hu Yuhan Sun Quanjun Zhang 35 4 0 28 Aug 2024
Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering Haowei Du Huishuai Zhang Dongyan Zhao HILM 27 0 0 27 Aug 2024
Retrieval-Augmented Generation for Natural Language Processing: A Survey Shangyu Wu Ying Xiong Yufei Cui Haolun Wu Can Chen ... Lianming Huang Xue Liu Tei-Wei Kuo Nan Guan C. Xue 3DV RALM 34 26 0 18 Jul 2024
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models Yuzhe Gu Ziwei Ji Wenwei Zhang Chengqi Lyu Dahua Lin Kai Chen HILM 36 5 0 05 Jul 2024
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 34 19 0 03 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 47 2 0 02 Jul 2024
Mitigating Large Language Model Hallucination with Faithful Finetuning Minda Hu Bowei He Yufei Wang Liangyou Li Chen-li Ma Irwin King HILM 38 6 0 17 Jun 2024
Detecting Response Generation Not Requiring Factual Judgment Ryohei Kamei Daiki Shiono Reina Akama Jun Suzuki HILM 32 0 0 14 Jun 2024
We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs Joseph Spracklen Raveen Wijewickrama A. H. M. N. Sakib Anindya Maiti Murtuza Jadliwala Murtuza Jadliwala 42 10 0 12 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 45 0 0 04 Jun 2024
ANAH: Analytical Annotation of Hallucinations in Large Language Models Ziwei Ji Yuzhe Gu Wenwei Zhang Chengqi Lyu Dahua Lin Kai-xiang Chen HILM 46 2 0 30 May 2024
Retrieval-Augmented Language Model for Extreme Multi-Label Knowledge Graph Link Prediction Yu-Hsiang Lin Huang-Ting Shieh Chih-Yu Liu Kuang-Ting Lee Hsiao-Cheng Chang Jing-Lun Yang Yu-Sheng Lin LRM KELM RALM 35 1 0 21 May 2024
Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval Mengjia Niu Hao Li Jie Shi Hamed Haddadi Fan Mo HILM 43 10 0 10 May 2024
Enhanced Language Model Truthfulness with Learnable Intervention and Uncertainty Expression Farima Fatahi Bayat Xin Liu H. V. Jagadish Lu Wang HILM KELM 25 2 0 01 May 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 115 224 0 29 Feb 2024
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge Julien Delile Srayanta Mukherjee Anton Van Pamel Leonid Zhukov RALM 21 18 0 19 Feb 2024
Into the Unknown: Self-Learning Large Language Models Teddy Ferdinan Jan Kocoñ P. Kazienko 27 2 0 14 Feb 2024
EntGPT: Linking Generative Large Language Models with Knowledge Bases Yifan Ding Amrit Poudel Qingkai Zeng Tim Weninger Balaji Veeramani Sanmitra Bhattacharya ReLM KELM LRM 23 4 0 09 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
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 32 179 0 02 Jan 2024
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph Tiezheng Guo Qingwen Yang Chen Wang Yanyi Liu Pan Li Jiawei Tang Dapeng Li Yingyou Wen RALM LRM 28 19 0 26 Dec 2023
Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-based Retrofitting Xinyan Guan Yanjiang Liu Hongyu Lin Yaojie Lu Ben He Xianpei Han Le Sun HILM KELM 31 68 0 22 Nov 2023
Think While You Write: Hypothesis Verification Promotes Faithful Knowledge-to-Text Generation Yifu Qiu Varun R. Embar Shay B. Cohen Benjamin Han 21 4 0 16 Nov 2023
Extrinsically-Focused Evaluation of Omissions in Medical Summarization Elliot Schumacher Daniel Rosenthal Varun Nair Luladay Price Geoffrey Tso Anitha Kannan 11 2 0 14 Nov 2023
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge Yi Liu Lianzhe Huang Shicheng Li Sishuo Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun RALM 57 33 0 14 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 24 56 0 03 Nov 2023
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection Sehyun Choi Tianqing Fang Zhaowei Wang Yangqiu Song 30 32 0 13 Oct 2023
Teaching Language Models to Hallucinate Less with Synthetic Tasks Erik Jones Hamid Palangi Clarisse Simoes Varun Chandrasekaran Subhabrata Mukherjee Arindam Mitra Ahmed Hassan Awadallah Ece Kamar HILM 21 23 0 10 Oct 2023
Making Large Language Models Perform Better in Knowledge Graph Completion Yichi Zhang Zhuo Chen Lingbing Guo Yajing Xu Wen Zhang Hua-zeng Chen 24 41 0 10 Oct 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap Shirui Pan Linhao Luo Yufei Wang Chen Chen Jiapu Wang Xindong Wu KELM 35 714 0 14 Jun 2023
Diverse and Faithful Knowledge-Grounded Dialogue Generation via Sequential Posterior Inference Yan Xu Deqian Kong Dehong Xu Ziwei Ji Bo Pang Pascale Fung Yingting Wu 23 6 0 01 Jun 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su ... Tiezheng Yu Willy Chung Quyet V. Do Yan Xu Pascale Fung ReLM LRM 18 1,333 0 08 Feb 2023
CHAE: Fine-Grained Controllable Story Generation with Characters, Actions and Emotions Xinpeng Wang Han Jiang Zhihua Wei Shanlin Zhou 16 7 0 11 Oct 2022
A Survey of Knowledge Graph Embedding and Their Applications Shivani Choudhary Tarun Luthra Ashima Mittal Rajat Singh 37 52 0 16 Jul 2021
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 153 101 0 14 Jul 2021
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 209 153 0 30 Dec 2020
Limitations of Deep Neural Networks: a discussion of G. Marcus' critical appraisal of deep learning Stefanos Tsimenidis 19 12 0 22 Dec 2020
Knowledge-Grounded Dialogue Generation with Pre-trained Language Models Xueliang Zhao Wei Yu Wu Can Xu Chongyang Tao Dongyan Zhao Rui Yan 185 191 0 17 Oct 2020
K-BERT: Enabling Language Representation with Knowledge Graph Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Qi Ju Haotang Deng Ping Wang 229 778 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 2,584 0 03 Sep 2019

RHO (ρρρ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding

Papers citing "RHO ($ρ$): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding"

RHO ( $ρ$ ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding