SED: Self-Evaluation Decoding Enhances Large Language Models for Better Generation

no code implementations • 26 May 2024 • Ziqin Luo, Haixia Han, Haokun Zhao, Guochao Jiang, Chengyu Du, Tingyun Li, Jiaqing Liang, Deqing Yang, Yanghua Xiao

Existing Large Language Models (LLMs) generate text through unidirectional autoregressive decoding methods to respond to various user queries.

Enhancing Confidence Expression in Large Language Models Through Learning from Past Experience

no code implementations • 16 Apr 2024 • Haixia Han, Tingyun Li, Shisong Chen, Jie Shi, Chengyu Du, Yanghua Xiao, Jiaqing Liang, Xin Lin

Specifically, we first identify three key problems: (1) How to capture the inherent confidence of the LLM?