Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service

v1v2 (latest)

Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service

22 July 2024

ArXiv (abs)PDF HTML

Papers citing "Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service"

11 / 11 papers shown

Title
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 98 206 0 02 Jan 2024
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization Philippe Laban Tobias Schnabel Paul N. Bennett Marti A. Hearst HILM 107 396 0 18 Nov 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 225 155 0 30 Aug 2021
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Yi-Chong Huang Xiachong Feng Xiaocheng Feng Bing Qin HILM 170 108 0 30 Apr 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 273 310 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 272 148 0 18 Apr 2021
Neural Path Hunter: Reducing Hallucination in Dialogue Systems via Path Grounding Nouha Dziri Andrea Madotto Osmar Zaiane A. Bose HILM 76 135 0 17 Apr 2021
Evidence-based Factual Error Correction James Thorne Andreas Vlachos KELM OffRL 86 58 0 31 Dec 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 163 2,747 0 05 Jun 2020
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 125 1,010 0 31 Oct 2019
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,492 0 18 Apr 2017