ProseParse exposition classifier

• direct: the narrator states facts, traits, backstory, or emotions outright (telling)
• indirect: the same information is shown through action, dialogue, sensory detail, or subtext

Training data

• ~1,500 public-domain paragraphs (Project Gutenberg), 100–300 words
• Labels from teacher model gemini-3.5-flash-lite (not human-annotated)
• Class mix is imbalanced (~70% indirect / ~30% direct); training uses balanced class weights

Intended use

Limitations