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Implement Word Detection System #5

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opened 2025-08-24 07:41:17 +00:00 by demo · 0 comments
demo commented 2025-08-24 07:41:17 +00:00
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Status: ✅ Completed

Create a system to detect explicit words in transcribed text using exact, fuzzy, and phonetic matching techniques.

Details

  1. Create a WordDetector class with the following features:
    • Exact word matching
    • Fuzzy matching using Levenshtein distance
    • Phonetic matching for similar-sounding words
    • Context-aware detection to reduce false positives
  2. Implement confidence scoring for each detection
  3. Add support for word boundaries and partial matches
  4. Create a detection result object with word, timestamp, confidence, and match type
  5. Optimize for performance with large word lists
  6. Add initial support for English language

Test Strategy

Test with various word lists and transcriptions. Measure accuracy, false positive rate, and false negative rate. Benchmark performance with large word lists. Test edge cases like homonyms and near-matches.

Metadata

Priority: high | Dependencies: 2

Migrated from Task Master (ID: 4)

Priority: 4

Synced from Vikunja task #453

**Status**: ✅ Completed Create a system to detect explicit words in transcribed text using exact, fuzzy, and phonetic matching techniques. ## Details 1. Create a WordDetector class with the following features: - Exact word matching - Fuzzy matching using Levenshtein distance - Phonetic matching for similar-sounding words - Context-aware detection to reduce false positives 2. Implement confidence scoring for each detection 3. Add support for word boundaries and partial matches 4. Create a detection result object with word, timestamp, confidence, and match type 5. Optimize for performance with large word lists 6. Add initial support for English language ## Test Strategy Test with various word lists and transcriptions. Measure accuracy, false positive rate, and false negative rate. Benchmark performance with large word lists. Test edge cases like homonyms and near-matches. ## Metadata Priority: high | Dependencies: 2 --- *Migrated from Task Master (ID: 4)* **Priority**: 4 --- *Synced from Vikunja task #453*
demo closed this issue 2025-08-24 07:41:18 +00:00
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Reference: demo/clean-tracks#5
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