{"slug":"nvidia-nemo-nemotron-3-ultra-text2sql-lora","source_name":"nvidia-nemo/nemotron-3-ultra-text2sql-lora","name":"Nvidia Nemo/Nemotron 3 Ultra Text2sql Lora","description":"Run the Nemotron-3 Ultra Text2SQL LoRA fine-tuning tutorial (NeMo Megatron-Bridge) end-to-end for the user on their SLURM cluster: data prep, distributed checkpoint conversion, and packed LoRA fine-tuning of the 550B hybrid Mamba-Transformer MoE, ending at a saved adapter. Use when the user wants to run this cookbook, fine-tune Nemotron-3 Ultra with LoRA, or adapt the notebook to their own cluster.","version":1,"lift":{"pass_rate_delta_pts":59.09,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":12.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-02T23:12:55.763387+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":59.09,"with_pass_pct":86.4,"without_pass_pct":27.3,"tokens_delta_pct":12.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-02T23:12:55.763387+00:00","run_id":"04692af5-a6e9-451f-b22b-c48c1f412ca0","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":"8e3c447dc531ca5eb628750424e93f1bc696a55eecf391756eb5f10e6c91090d","raw_url":"https://app.decimal.ai/s/nvidia-nemo-nemotron-3-ultra-text2sql-lora/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/nvidia-nemo-nemotron-3-ultra-text2sql-lora"}