long-form-text

Introduces Narrative Knowledge Weaver (NKW), a source-grounded framework for narrative-centric retrieval-augmented reasoning in long-form text understanding. It aligns textual evidence, atomic facts, graph structure, entity profiles, and storylines, achieving strong results on screenplay-level story-world QA benchmarks.