Enhancing Zero-Shot Question Answering with Evidence-Focused Fact Summarization

The author proposes EFSUM, an Evidence-focused Fact Summarization framework to improve zero-shot QA performance by optimizing LLMs for summarization. By aligning with task-specific preferences, EFSUM enhances the helpfulness and faithfulness of generated summaries.