{"schema_version":"onlylabs.public_signal.v1","title":"Baseten Repo: basetenlabs/qwen3-nvfp4-benchmark","description":"Baseten repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b6656077-16da-4beb-bc84-d7a55c7c72aa","json_url":"https://onlylabs.fyi/signals/b6656077-16da-4beb-bc84-d7a55c7c72aa/signal.json","generated_at":"2026-06-11T02:51:49.01384+00:00","org":{"slug":"baseten","name":"Baseten","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/baseten","dossier_json_url":"https://onlylabs.fyi/labs/baseten/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b6656077-16da-4beb-bc84-d7a55c7c72aa","signal_json":"https://onlylabs.fyi/signals/b6656077-16da-4beb-bc84-d7a55c7c72aa/signal.json","source":"https://github.com/basetenlabs/qwen3-nvfp4-benchmark","lab_dossier":"https://onlylabs.fyi/labs/baseten","lab_dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis":"https://onlylabs.fyi/analysis/baseten","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Baseten published basetenlabs/qwen3-nvfp4-benchmark (Python). 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Results All models evaluated on the same 6-benchmark suite with greedy decoding (`temperature=0`, `enable_thinking=false`, `seed=42`) on NVIDIA B200 GPUs using vLLM + EvalScope. Full Comparison Table ``` ┌───────────────────────────┬──────────┬────────┬──────┬───────┬──────┬────────┬──────┬──────┐ │ Model │ Size(GB) │ MMLU-R │ MuSR │ GSM8K │ HE+ │ IFEval │ BFCL │ AVG │ ├───────────────────────────┼──────────┼────────┼──────┼───────┼──────┼────────┼──────┼──────┤ │ Qwen3-8B BF16 │ 16.4 │ 81.1 │ 56.5 │ 92.7 │ 82.3 │ 86.6 │ 67.8 │ 77.8 │ │ Qwen3-8B NVFP4 PTQ │ 6.4 │ 79.6 │ 55.8 │ 92.1 │ 73.2 │ 85.0 │ 65.5 │ 75.2 │ │ Bonsai 8B (1-bit) │ 1.15 │ 65.2 │ 48.9 │ 85.1 │ 71.3 │ 84.6 │ 54.8 │ 68.3 │..."},"evidence_pages":[{"url":"https://github.com/basetenlabs/qwen3-nvfp4-benchmark","final_url":"https://github.com/basetenlabs/qwen3-nvfp4-benchmark","title":"basetenlabs/qwen3-nvfp4-benchmark repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:49.01384+00:00","bytes":16251,"raw_path":"b624727a11a03cf9a4288b8ee1982fa75d61b937794555d26a352d6d9867a2c7.json","content_hash":"f27bf7194b24b79eda8318cf9161dbff646e1f81eaee50f97177f5c6caf29095","excerpt_chars":1200,"truncated":true,"excerpt":"basetenlabs/qwen3-nvfp4-benchmark Description: Qwen3 NVFP4 quantization benchmarks vs Bonsai 1-bit Pareto frontier Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2026-04-01T21:03:59Z Pushed: 2026-04-01T21:04:06Z Default branch: main Fork: no Archived: no README: Qwen3 NVFP4 Quantization Benchmark NVIDIA NVFP4 (4-bit floating point) quantization of Qwen3 dense models, benchmarked against PrismML's Bonsai 1-bit Pareto frontier. Results All models evaluated on the same 6-benchmark suite with greedy decoding (`temperature=0`, `enable_thinking=false`, `seed=42`) on NVIDIA B200 GPUs using vLLM + EvalScope. Full Comparison Table ``` ┌───────────────────────────┬──────────┬────────┬──────┬───────┬──────┬────────┬──────┬──────┐ │ Model │ Size(GB) │ MMLU-R │ MuSR │ GSM8K │ HE+ │ IFEval │ BFCL │ AVG │ ├───────────────────────────┼──────────┼────────┼──────┼───────┼──────┼────────┼──────┼──────┤ │ Qwen3-8B BF16 │ 16.4 │ 81.1 │ 56.5 │ 92.7 │ 82.3 │ 86.6 │ 67.8 │ 77.8 │ │ Qwen3-8B NVFP4 PTQ │ 6.4 │ 79.6 │ 55.8 │ 92.1 │ 73.2 │ 85.0 │ 65.5 │ 75.2 │ │ Bonsai 8B (1-bit) │ 1.15 │ 65.2 │ 48.9 │ 85.1 │ 71.3 │ 84.6 │ 54.8 │ 68.3 │..."}],"related_signals":[{"id":"fbfb1a0b-1a43-41c7-90fc-fb7e694241b9","url":"https://onlylabs.fyi/signals/fbfb1a0b-1a43-41c7-90fc-fb7e694241b9","source_url":"https://github.com/basetenlabs/tmp-animations","title":"basetenlabs/tmp-animations","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-04-20T18:52:35+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"9f3fab69-19c5-47d8-afb1-889157cdde8d","url":"https://onlylabs.fyi/signals/9f3fab69-19c5-47d8-afb1-889157cdde8d","source_url":"https://github.com/basetenlabs/baseten-skills","title":"basetenlabs/baseten-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-04-17T12:53:11+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"df709993-8360-4f6b-8473-0689a613e8df","url":"https://onlylabs.fyi/signals/df709993-8360-4f6b-8473-0689a613e8df","source_url":"https://github.com/basetenlabs/Megatron-Bridge","title":"basetenlabs/Megatron-Bridge","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-30T19:09:05+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"a8f557bf-93c4-42bf-8357-c5266a747173","url":"https://onlylabs.fyi/signals/a8f557bf-93c4-42bf-8357-c5266a747173","source_url":"https://github.com/basetenlabs/baseten-js","title":"basetenlabs/baseten-js","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-30T18:19:44+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"6e023ce6-4f2f-44ac-83ec-2e18c6cfa52a","url":"https://onlylabs.fyi/signals/6e023ce6-4f2f-44ac-83ec-2e18c6cfa52a","source_url":"https://github.com/basetenlabs/baseten-python","title":"basetenlabs/baseten-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-27T20:55:18+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"b64c6d13-86f4-4339-a157-1a8f6c68ea8a","url":"https://onlylabs.fyi/signals/b64c6d13-86f4-4339-a157-1a8f6c68ea8a","source_url":"https://github.com/basetenlabs/baseten-go","title":"basetenlabs/baseten-go","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-26T15:22:58+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"}]}