DeCoT: Debiasing Chain-of-Thought for Knowledge-Intensive Tasks in Large Language Models via Causal Intervention
Junda Wu, Tong Yu, Xiang Chen, Haoliang Wang, Ryan A. Rossi, Sungchul Kim, Anup Rao, Julian McAuley
Abstract
Junda Wu, Tong Yu, Xiang Chen, Haoliang Wang, Ryan Rossi, Sungchul Kim, Anup Rao, Julian McAuley. Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2024.
Topics & Concepts
DebiasingCausal chainComputer scienceIntervention (counseling)Cognitive sciencePsychologyEpistemologyPhilosophyPsychiatryTopic ModelingExplainable Artificial Intelligence (XAI)Bayesian Modeling and Causal Inference