Projects by Prayas Abhinav

Coherence Diagnostic Prayas Abhinav (3 projects)

Analyses design writing for structural coherence across five dimensions (claim, evidence, scope, assumptions, gaps). A fine-tuned DeBERTa model qualifies input, deterministic rules judge severity, ...

MIT education, ai, design, nlp, open-source
Play Shape Diagnostic Prayas Abhinav (3 projects)

Maps the structural shape of play concepts across six dimensions. Human selection replaces AI classification at the qualification stage. Embedding-based relationship rules surface patterns. Narrati...

MIT education, game-design, ai, open-source
Fragment Mapper Prayas Abhinav (3 projects)

Shows structural relationships between scattered text fragments. Four orthogonal signals (embedding similarity, TF-IDF distinctiveness, VADER sentiment, lexical profile) feed six deterministic rule...

MIT education, writing, ai, nlp, open-source

Sat, 28 Mar 2026 04:19:33 UTC

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Prayas Abhinav