KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models

KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models

25 March 2025

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Papers citing "KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models"

9 / 9 papers shown

Title
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning Ning Miao Yee Whye Teh Tom Rainforth ReLM LRM 55 134 0 01 Aug 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 109 173 0 08 Jul 2023
Large Language Models Struggle to Learn Long-Tail Knowledge Nikhil Kandpal H. Deng Adam Roberts Eric Wallace Colin Raffel RALM KELM 126 416 0 15 Nov 2022
Finding Dataset Shortcuts with Grammar Induction Dan Friedman Alexander Wettig Danqi Chen 85 15 0 20 Oct 2022
How Pre-trained Language Models Capture Factual Knowledge? A Causal-Inspired Analysis Shaobo Li Xiaoguang Li Lifeng Shang Zhenhua Dong Chengjie Sun Bingquan Liu Zhenzhou Ji Xin Jiang Qun Liu KELM 86 55 0 31 Mar 2022
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 477 10,367 0 17 Jun 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
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 450 2,113 0 31 Dec 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 211 2,052 0 16 Apr 2020