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Llama Nemotron Ultra 253B

Reasoning effort

Llama Nemotron Ultra 253B is a NVIDIA open-weights reasoning model, released 7 Apr 2025. Its best configuration ranks #438 of 785 on the BenchLeader Index at 48.1 ±9.9, in the lower half. The ± is the point: 557 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in maths (55) and lowest in agents & tools (24). It has been measured at 2 reasoning-effort settings; this summary describes the best-scoring one, and the tabs above switch between them. Last measured 22 Oct 2026.

Blended price
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Output speed
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First answer
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Context
128k
Full answer
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Cost per run
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Released
7 Apr 2025
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index48
  2. Reasoning53
  3. Coding51
  4. Agents & tools24
  5. Maths55
  6. Human preference51

Reasoning-effort configurations

The same model behaves differently depending on how much it is allowed to think. Each row is one setting, scored only on the benchmarks that were run at that setting. “Not stated” collects results from publishers that did not say which setting they used; for a reasoning model that is usually its thinking mode, but we do not assume it. Pick a setting here or at the top of the page to see its price, speed and category scores.

EffortIndexRankSpeedFirst answerChat reply costCategories
thinking43.3#573–––Agents & tools 36 · Composite 38 · Instruction following 41 · Knowledge 41 · Reasoning 41
not statedbest48.1#438–––Agents & tools 24 · Coding 51 · Human preference 51 · Maths 55 · Reasoning 53

How its index has moved

19 Sept 2026 to 23 Oct 2026
334659
  • not stated
  • thinking

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarkthinkingnot statedSourceTrend
Arena Hard Promptseffort not stated–1375#192Arena (LMArena)
GPQA Diamond (AA)not in index72.8%#273–Artificial Analysis
Humanity's Last Exam (AA)not in index7.4%#367–Artificial Analysis
CritPt0.0%#315–Artificial Analysis

Coding

Benchmarknot statedSourceTrend
Arena Coding1391#201Arena (LMArena)

Agents & tools

Benchmarkthinkingnot statedSourceTrend
Terminal-Bench Hard2.3%#320–Artificial Analysis
τ²-Bench Telecom (AA)not in index11.4%#376–Artificial Analysis
BFCL Overalleffort not stated–10.0%#82Berkeley Function Calling Leaderboard

Maths

Benchmarknot statedSourceTrend
Arena Maths1381#172Arena (LMArena)

Knowledge

Instruction following

Benchmarkthinkingnot statedSourceTrend
IFBench38.2%#281–Artificial Analysis
Arena Instruction Followingnot in indexeffort not stated–1351#188Arena (LMArena)

Human preference

Benchmarknot statedSourceTrend
Arena Text1348#204Arena (LMArena)
Arena Creative Writingnot in index1331#188Arena (LMArena)
Arena Multi-turnnot in index1342#204Arena (LMArena)
Arena Longer Queriesnot in index1342#212Arena (LMArena)

Composite

BenchmarkthinkingSourceTrend
AA Intelligence Index v4.3.27.5#469Artificial Analysis

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Questions people ask

What are Llama Nemotron Ultra 253B's benchmark scores?
As of 25 Oct 2026, Llama Nemotron Ultra 253B scores 48.1 ±9.9 on the BenchLeader Index, strongest in maths (55) and weakest in agents & tools (24). That rests on 5 independent benchmark results, and every score on this page links to its publisher.
How does Llama Nemotron Ultra 253B rank?
Llama Nemotron Ultra 253B is #438 of 785 ranked configurations on 25 Oct 2026. 557 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.
When was Llama Nemotron Ultra 253B released?
NVIDIA released Llama Nemotron Ultra 253B on 7 Apr 2025. BenchLeader has results for it at 2 reasoning-effort settings.

Data as of 25 Oct 2026. Compare these configurations.

Cite as: BenchLeader, “Llama Nemotron Ultra 253B: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/nemotron-ultra-253b.