SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing
SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing [4.2] SurveyGen-Iは、粗大な検索、適応計画、メモリ誘導生成を組み合わせた自動サーベイ生成フレームワークである。 4つの科学的領域にわたる実験では、SurveyGen-Iはコンテンツ品質、一貫性、引用カバレッジにおいて、従来よりも一貫して優れていた。 論文参考訳（メタデータ） (Wed, 20 Aug 2025 00:03:46 GMT)
凝った構成のサーベイ生成フレームワークの提案
(1) Literature Retrieval (LR) performs multi- stage literature retrieval at both survey and subsec- tion levels.
(2) Structure Planning with Dynamic Outline Evolution (PlanEvo) generates a hierarchical outline and a dependency-aware writing plan, and dynamically updates both during generation to ensure cross-subsection consistency of the survey.
(3) CaM-Writing generates each subsection with strong content consistency and rich citation coverage, combining citation-traced retrieval to recover influential references, memory-guided skeleton planning for content consistency, and best-of-N draft selection to ensure high-quality generation.