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Phase-aware face weighting: 3 phase centroids (comprehension/evaluation/application) provide 30% modulation on face relevance scores. Pre-computed per-word phase similarity matrix.
Expanded contextual disambiguation: 15 trigger words with 15 context-aware senses (up from 8/10). Covers physics→methodology, drama→aesthetics, rhetoric→semiotics contexts.
Per-face question position matching: pre-computed per-word best-matching question within each face. Phase 2 blends axis projection (40%) with question-matched position (60%).
Question-guided vocabulary expansion: 15K→20K words selected by proximity to 1728 construction question embeddings (not generic frequency). Covers literary/archaic terms like "imitation", "catharsis", "sovereignty".
Benchmark script (scripts/benchmark_8texts.py): 8-text literary benchmark across Shakespeare, Genesis, Marx, MLK, Newton, Aristotle, Tao Te Ching, Descartes.
Model2Vec integration (conditional): if distilled sentence transformer exists at build time, uses Model2Vec vectors instead of GloVe. Currently disabled (GloVe outperforms for this domain).