{"slug":"awslabs-dataset-transformation","source_name":"awslabs/dataset-transformation","name":"Awslabs/Dataset Transformation","description":"Generates code that transforms datasets between ML schemas for model training or evaluation. Use when the user says \"transform\", \"convert\", \"reformat\", \"change the format\", or when a dataset's schema needs to change to match the target format — always use this skill for format changes rather than writing inline transformation code. Supports OpenAI chat, SageMaker SFT/DPO/RLVR/RLAIF, HuggingFace preference, Bedrock Nova, VERL, and custom JSONL formats from local files or S3.","version":1,"lift":{"pass_rate_delta_pts":52,"pass_rate_pct":64,"total_cases":25,"passed_cases":16,"tokens_delta_pct":101.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-16T19:35:55.613362+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":52,"with_pass_pct":64,"without_pass_pct":12,"tokens_delta_pct":101.4,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":25,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-16T19:35:55.613362+00:00","run_id":"9705dc2d-9886-4371-886a-6e48867f1eb6","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":"Apache-2.0","install_count":0,"manifest_hash":"5e9281b8d3da90c41e8f9dc4fb41293213940866db62c91182aa8eabbfc759f7","raw_url":"https://app.decimal.ai/s/awslabs-dataset-transformation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/awslabs-dataset-transformation"}