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- phonetic_matcher: add find_ngram_matches() for multi-word hotword detection using sliding window over transcript word spans (bigrams, trigrams, etc.) get_phonetic_similarity now handles multi-word phrases by concatenating before phonetic encoding - lm_rescorer: replace sequential for-loop scoring with batched forward pass score_batch() tokenises all sentences together, pads, masks padding with -100, and computes per-sentence mean log-likelihood in one shot score_candidates() helper wraps score_batch for the fusion processor score_context() delegates to score_batch for API consistency - fusion_processor: two-pass rescoring pipeline Pass 1 - sliding window n-gram matching against multi-word hotwords (batched LM) Pass 2 - unigram rescoring with batched candidate scoring (replaces inner loop) consumed-index set prevents double-processing of n-gram-matched spans
…entation - main/asr_engine: add MPS/CUDA/CPU device auto-detection and dashboard logging integration - streamlit app: new interactive UI for audio upload, note upload, and hotword visualization - dashboard modules: decision logging, analytics, analytics pages, and database utilities - documentation: full MkDocs site structure and individual guide markdown files - tests: comprehensive test suite for rescorer component evaluation - keyword_extractor: BERT-based automated hotword generation from local documents
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