Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded
Dialogue Generation

Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation

28 October 2023

Srinivasan H. Sengamedu

Papers citing "Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation"

16 / 16 papers shown

Title
Pre-trained Language Models Return Distinguishable Probability Distributions to Unfaithfully Hallucinated Texts Taehun Cha Donghun Lee HILM 16 1 0 25 Sep 2024
A Factuality and Diversity Reconciled Decoding Method for Knowledge-Grounded Dialogue Generation Chenxu Yang Zheng-Shen Lin Chong Tian Liang Pang Lanrui Wang Zhengyang Tong Qirong Ho Yanan Cao Weiping Wang HILM 23 0 0 08 Jul 2024
Self-Consistent Decoding for More Factual Open Responses Christopher Malon Xiaodan Zhu HILM 38 3 0 01 Mar 2024
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives Wenqi Zhang Yongliang Shen Linjuan Wu Qiuying Peng Jun Wang Y. Zhuang Weiming Lu LRM LLMAG 22 37 0 04 Jan 2024
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi Ren Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 24 36 0 16 Nov 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 145 386 0 15 Mar 2023
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
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 149 100 0 14 Jul 2021
Evaluating Attribution in Dialogue Systems: The BEGIN Benchmark Nouha Dziri Hannah Rashkin Tal Linzen David Reitter ALM 185 79 0 30 Apr 2021
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Yi-Chong Huang Xiachong Feng Xiaocheng Feng Bing Qin HILM 122 90 0 30 Apr 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 215 305 0 27 Apr 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 212 140 0 18 Apr 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View Tianyu Liu Xin Zheng Baobao Chang Zhifang Sui 108 30 0 17 Feb 2021
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 167 139 0 17 Oct 2020
Towards Faithful Neural Table-to-Text Generation with Content-Matching Constraints Zhenyi Wang Xiaoyang Wang Bang An Dong Yu Changyou Chen LMTD 156 84 0 03 May 2020
Incorporating External Knowledge into Machine Reading for Generative Question Answering Bin Bi Chen Henry Wu Ming Yan Wei Wang Jiangnan Xia Chenliang Li RALM 160 42 0 06 Sep 2019