{"slug":"mkurman-embedding-analysis","source_name":"mkurman/embedding-analysis","name":"Mkurman/Embedding Analysis","description":"Compute and analyze embeddings for dataset quality, distribution comparison, semantic deduplication, diversity measurement, and similarity-based filtering. Covers sentence-transformers, embedding space diagnostics, and 2025-2026 literature techniques (NeMo Curator semantic dedup, embedding similarity metrics for data selection, DataRater-style quality scoring).","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":81.8,"total_cases":22,"passed_cases":18,"tokens_delta_pct":76.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-21T07:36:51.073766+00:00"},"skill_score":0.8182,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":81.8,"without_pass_pct":63.6,"tokens_delta_pct":76.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-21T07:36:51.073766+00:00","run_id":"716f5cd8-36f6-4098-875f-7de610d87984","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"8dc7afabfe41eb8992cb3248c5985b9a9e94ffff15c2c89bf2a8ec9cafaa318e","raw_url":"https://app.decimal.ai/s/mkurman-embedding-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/mkurman-embedding-analysis"}