Wenjun Hou

Integrative Decoding: Improve Factuality via Implicit Self-consistency

2024 · arXiv (Cornell University)

Self-consistency-based approaches, which involve repeatedly sampling multiple outputs and selecting the most consistent one as the final response, prove to be remarkably effective in improving the factual accuracy of large language models. Nonetheless, existing methods …