SurveyAgent-HKA: A multi-agent framework for scientific survey generation with LLMs and human knowledge augmentation
SurveyAgent-HKA is introduced, a multi-agent framework that improves end-to-end scientific survey generation by incorporating knowledge derived from published surveys and peer-review comments and which outperforms mainstream baselines in citation quality, structural consistency, and content quality.