{"slug":"nvidia-tao-generate-referring-expressions","source_name":"nvidia/tao-generate-referring-expressions","name":"Nvidia/Tao Generate Referring Expressions","description":"Four-step image referring-expression pipeline: turns images plus KITTI bounding-box labels into region descriptions, scene captions, grounded referring expressions, and (optionally) verified expressions via VLM distillation. Use when the user wants to generate referring-expression annotations from images with KITTI labels, build region descriptions, produce grouped grounding phrases tied to bboxes, run a double-check verification pass on grounding expressions, auto-label traffic / scene images f","version":1,"lift":{"pass_rate_delta_pts":72,"pass_rate_pct":96,"total_cases":25,"passed_cases":24,"tokens_delta_pct":56.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-13T13:23:15.980057+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":72,"with_pass_pct":96,"without_pass_pct":24,"tokens_delta_pct":56.7,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":24,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-13T13:23:15.980057+00:00","run_id":"84702895-dff4-4db4-8f08-4a3515acbee1","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":"c97277f826168472c4965a35b53297e6c099808e850f956da688e5db15c4c2f1","raw_url":"https://app.decimal.ai/s/nvidia-tao-generate-referring-expressions/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/nvidia-tao-generate-referring-expressions"}