The story so far
Weights, every dated article, and repo commits on one rail.
Most coverage came in the first two weeks
Teal is the weights (2025-03-16), amber triangles are 10 dated articles (each links to it), grey ticks are repo commits.
Up to date
nvidia NVIDIA Open Model License (nvidia-open-model-license) out 19 months ago
49.9B parameters, text in, text out, 128K tokens of context.
Verified 2026-10-25 Rank #617 in LLMs · score 73.7 method v1 Sources 3 Downloads 30d 31.9k · #419 of 619 tracked
Picked by rule from 14 tracked pieces: the lab's own post, the most shared, a field report, the latest.
The project trained a Sparse Autoencoder on 6.5 Billion activations from Llama 3.2-3B layer 23 over 10 epochs.
The 2 picks above, plus these 12. Top is the radar's score: discussion, source authority and the lab's own posts, fading with age.
Hugging Face does not say who downloads a model or with what. These are the proxies: API providers listing it, quantized builds, fine-tunes/adapters/merges, and Spaces that load it.
No API provider serves it, so its downloads are people running it themselves: 16 quantized builds and 6 Spaces.
Top Spaces running it: Agents-MCP-Hackathon/ShallowCodeResearch ♥ 51
Weights only, an estimate: leave room for the KV cache. Method
About 30 GB at INT4, 60 GB at FP8, 120 GB at BF16: weights only, so leave room for the KV cache.
Estimate params × bytes per param × 1.2 · how we estimate
Weights, every dated article, and repo commits on one rail.
Teal is the weights (2025-03-16), amber triangles are 10 dated articles (each links to it), grey ticks are repo commits.
48 derivatives on the Hub. Which build to run, by runtime: the most downloaded in each class.
From the Hugging Face model tree; quantized builds in teal, fine-tunes, merges and adapters in greys.
Everything else, folded: the full tables, every source.
| Benchmark | Value | Setting / notes | Reported by | Date |
|---|---|---|---|---|
| author-reported AIME 2025 · Reason through hard problems | 13.33 pass@1 | Reasoning Off | model author | 2026-10-07 |
| author-reported AIME 2025 · Reason through hard problems | 58.4 pass@1 | Reasoning On | model author | 2026-10-07 |
| author-reported Arena-Hard · Chat and follow instructions | 88.3 | Reasoning Off | model author | 2026-10-07 |
| author-reported GPQA Diamond · Reason through hard problems | 50 pass@1 | Reasoning Off | model author | 2026-10-07 |
| author-reported GPQA Diamond · Reason through hard problems | 66.67 pass@1 | Reasoning On | model author | 2026-10-07 |
| author-reported MATH-500 · Reason through hard problems | 74 pass@1 | Reasoning Off | model author | 2026-10-07 |
| author-reported MATH-500 · Reason through hard problems | 96.6 pass@1 | Reasoning On | model author | 2026-10-07 |
Labels are evidence, not verdicts: measured a third-party leaderboard row for this model; author-reported a number the model author published in the card or eval files; structural a deterministic signal from the name, config or chat template, or a decision-model estimate. Each chip links to its source. All use cases.
Listed in LLMs
| Pipeline tag | text-generation |
|---|---|
| Library | transformers |
| Architectures | DeciLMForCausalLM |
| Model type | nemotron-nas |
| Dtype | bfloat16 |
| Params by dtype | BF16: 49,867,145,216 |
| Size band | XL |
| MoE | no |
| Context length | 131,072 (config.json max_position_embeddings) |
| Languages | en |
| Papers | arXiv:2411.19146, arXiv:2505.00949, arXiv:2502.00203 |
| License | NVIDIA Open Model License (nvidia-open-model-license) (other) |
| Hub snapshot | 2026-10-25 |
vLLM: supported · DeciLMForCausalLM · 7050ef881ff0835f6890a47db1859a24c65481d6SGLang: supported · DeciLMForCausalLM · 773cb938fe9484a8f7e7e46fb1b1fe96412c59ed
vLLM registry (7050ef881ff0835f6890a47db1859a24c65481d6) · SGLang registry (773cb938fe9484a8f7e7e46fb1b1fe96412c59ed) · Matched by architecture class name against each project's registry on main; 'supported' means the architecture is registered, not that this checkpoint was tested.
Weights-only memory for Llama-3_3-Nemotron-Super-49B-v1: params × bytes/param × 1.2 overhead. KV cache and activations are extra. How this is computed.
| BF16 (2 bytes/param) | 120 GB · Multi-GPU node (<640 GB) |
|---|---|
| FP8 (1 byte/param) | 60 GB · Single high-end GPU (<80 GB) |
| INT4 (0.5 bytes/param) | 30 GB · Single high-end GPU (<80 GB) |
Weights only (params × bytes/param × 1.2 overhead); KV cache and activations extra.
quantized: 16finetune: 7adapter: 25
| Date | Commit | SHA |
|---|---|---|
| 2025-10-15 | Update README.md | 387156d |
| 2025-05-30 | _prepare_generation_config bugfix (failed due to version update in transformers) (#14) | b7432dd |
| 2025-05-08 | Add Acc Plot to Super MC | d973526 |
| 2025-05-08 | Upload accuracy_plot.png | f149ca0 |
| 2025-05-08 | Update README.md | 6fa8c40 |
| 2025-05-05 | add link to technical report | 723c87e |
| 2025-04-30 | Add clarification for empty <think> tags | 8ec021e |
| 2025-04-08 | Update README.md | 4605d82 |
| 2025-03-20 | Update README.md | 1a2cb80 |
| 2025-03-18 | Update safety.md | 9314922 |
| 2025-03-18 | Update README.md | c516857 |
| 2025-03-18 | Update explainability.md | 2a98510 |
| 2025-03-18 | Update explainability.md | 3e5d4b8 |
| 2025-03-18 | Upload flow.png | 4c0c749 |
| 2025-03-18 | Update README.md | e834c71 |
| 2025-03-18 | Update README.md | b0c0433 |
| 2025-03-18 | Update README.md | cf7603d |
| 2025-03-18 | Create safety.md | cdec7c4 |
| 2025-03-18 | Create privacy.md | 7f5bbf8 |
| 2025-03-18 | Create explainability.md | ccbc5fd |
| 2025-03-18 | Create bias.md | d186730 |
| 2025-03-18 | Update README.md | 7b8ea52 |
| 2025-03-18 | Update README.md | a50d13e |
| 2025-03-18 | Update README.md | fd83473 |
| 2025-03-18 | Update README.md | 48bcd3a |
| 2025-03-18 | Create README.md | 5bb2db9 |
| 2025-03-16 | Upload 11 files | b83a733 |
| 2025-03-16 | Upload 5 files | 8518e58 |
| 2025-03-16 | Upload 5 files | 521159d |
| 2025-03-16 | Upload 18 files | 2af6ba4 |
Ranked by source signals (HN, Lobsters, authority domains, official posts) and recency. Summaries are generated from a stored copy of the article text; every sentence cites a span of that text, and nothing is shown that failed the citation check.
arXiv links found in the model card and its tags. "Peer-reviewed" is shown only with evidence: a published venue in OpenAlex (measured) or the authors' own journal reference on arXiv (reported).
Hub snapshot: 2026-10-25 · HF API: 2026-10-24 21:42 UTC · Providers: 2026-10-24 21:44 UTC · Articles: 2026-10-24 21:46 UTC · Summary: 2026-10-07 15:14 UTC · Last verified 2026-10-25
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