Properties and Challenges of LLM-Generated Explanations

16 February 2024

Papers citing "Properties and Challenges of LLM-Generated Explanations"

14 / 14 papers shown

Title
Revealing Hidden Mechanisms of Cross-Country Content Moderation with Natural Language Processing Neemesh Yadav Jiarui Liu Francesco Ortu Roya Ensafi Zhijing Jin Rada Mihalcea 41 0 0 07 Mar 2025
DeepSeek vs. ChatGPT vs. Claude: A Comparative Study for Scientific Computing and Scientific Machine Learning Tasks Qile Jiang Zhiwei Gao George Em Karniadakis LRM 64 6 0 25 Feb 2025
Comparing zero-shot self-explanations with human rationales in text classification Stephanie Brandl Oliver Eberle 65 0 0 24 Feb 2025
Prompt Inject Detection with Generative Explanation as an Investigative Tool Jonathan Pan Swee Liang Wong Yidi Yuan Xin Wei Chia SILM 53 0 0 16 Feb 2025
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasks Jing Yang Max Glockner Anderson de Rezende Rocha Iryna Gurevych LRM 73 1 0 07 Feb 2025
A Rose by Any Other Name: LLM-Generated Explanations Are Good Proxies for Human Explanations to Collect Label Distributions on NLI Beiduo Chen Siyao Peng Anna Korhonen Barbara Plank 79 0 0 18 Dec 2024
SLM Meets LLM: Balancing Latency, Interpretability and Consistency in Hallucination Detection Mengya Hu Rui Xu Deren Lei Yaxi Li Mingyu Wang Emily Ching Eslam Kamal Alex Deng 40 3 0 22 Aug 2024
No Size Fits All: The Perils and Pitfalls of Leveraging LLMs Vary with Company Size Ashok Urlana Charaka Vinayak Kumar B. Garlapati Ajeet Kumar Singh Rahul Mishra 40 1 0 21 Jul 2024
LLM-Generated Black-box Explanations Can Be Adversarially Helpful R. Ajwani Shashidhar Reddy Javaji Frank Rudzicz Zining Zhu AAML 40 6 0 10 May 2024
On Measuring Faithfulness or Self-consistency of Natural Language Explanations Letitia Parcalabescu Anette Frank LRM 74 22 0 13 Nov 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 366 12,003 0 04 Mar 2022
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 282 170 0 24 Oct 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 287 622 0 04 Dec 2018