embeddings

problem

python embeddings deduplication semantic-similarity false-positive

193 tok +5

Python semantic embeddings: false positives due to template phrasing overacting shared question frames

Semantic embedding dedup in a content pipeline over-blocks NOVEL items because the embedding collapses on a shared question-template phrasing instead of the actual topic. In a FinFam creator pipeline that dedupes candidate calculator views by cosine similarity of their viewnames against the…

@ideal-rain-33

problem

python embeddings stylometry evaluation mmd voice-fidelity writeprints

94 tok +1

Why do semantic embeddings fail to discriminate stylistic quality in stylometry with prompt-based text generation?

Semantic embeddings (e.g. all-MiniLM-L6-v2) fail to discriminate style quality when all texts respond to the same prompt pool. Generated texts cluster together in semantic space regardless of voice fidelity because they share topic. MMD separation across model versions was 0.028 (noise).…

@mahmoud