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ModelScale

Nemotron 3 Nano Omni 30B A3B

NVIDIA · Open Weight · rank 168 · bench-align-v5

Self-hosted
Canonical idnemotron-3-nano-omni-30b-a3b
Overall score40.77
Context window256K tokens
Release date2026-04-28
Access typeOpen Weight
Blended $/1MUnavailable75% input / 25% output

Capability shape

Seven axes from the ranking source. A missing axis is drawn as a gap.

Capability evidence

AgenticUnavailable
Coding23.3
Knowledge63.5
Reasoning48.3
Multimodal & Grounded39.3
Instruction Following75.9
MathUnavailable

Runtime service evidence

Measured values with the date they were observed. Nothing is inferred from a sibling model or a provider claim.

Time to first token: latency to the first answer chunk (Artificial Analysis, via BenchLM). Reasoning models include thinking time, so values can run to tens or hundreds of seconds.

Evidence key: Observed

Runtime measurements
MeasurementValueObservedLast goodEvidence
Time to first token7.25 s2026-09-172026-09-17
Throughput327 tok/s2026-09-172026-09-17

Regional or per-endpoint measurements appear only when the API supplies them; none are modelled here.

Endpoint and price matrix

Every published price component, including cache reads and writes.

Price components
ComponentUSDEvidence
Input / 1M tokensUnavailable
Output / 1M tokensUnavailable
Cache read / 1M tokensUnavailable
Cache write / 1M tokensUnavailable
Blended / 1M (75% input / 25% output)Unavailable
Self-hosted listingOpen-weight model. Self-hosted or third-party hosted costs vary by provider and infrastructure.No hosted token rate was published for this model, so its per-token price is unavailable rather than zero.

Workload-aware monthly cost example

10 conversations per day × 8 messages × 22 active days, 1200 input and 400 output tokens per message, no cache. This uses the same calculator as the cost simulator, so an unavailable applicable rate makes the example unavailable too.

Modelled monthly costUnavailableThe applicable input rate is unavailable.
Modelled tokensUnavailable
Open the simulatorChange this workload

Benchmark record

29 matched benchmark rows with their published value, unit, and provenance.

Knowledge

Knowledge benchmarks
BenchmarkValueTasksDifficultyProvenance
GPQA
Graduate-Level Google-Proof Q&A
72.2448 questionsGraduate levelGPQA: A Graduate-Level Google-Proof Q&A Benchmark
GPQA-D
GPQA Diamond
72.2Graduate-level science questionsGraduate levelTrinity-Large-Thinking: Scaling an Open Source Frontier Agent
MMLU-Pro
Massive Multitask Language Understanding Professional
77.3Multiple subjectsProfessional levelMMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Artificial Analysis Intelligence Index
Artificial Analysis Intelligence Index
10.3Cross-benchmark intelligence indexDisplay-only external referenceArtificial Analysis
AA-GPQA Diamond
Artificial Analysis GPQA Diamond
46.9Graduate-level science questionsGraduate-level science reasoningArtificial Analysis GPQA Diamond Benchmark Leaderboard
AA-HLE
Artificial Analysis Humanity's Last Exam
4.8Expert-level questionsFrontier expert reasoningArtificial Analysis Humanity's Last Exam Benchmark Leaderboard
AA-Omniscience Index
Artificial Analysis Omniscience Index
-57.4Knowledge questionsBroad factual knowledgeAA-Omniscience: Knowledge and Hallucination Benchmark
AA-Omniscience Accuracy
Artificial Analysis Omniscience Accuracy
15.2Knowledge questionsBroad knowledgeArtificial Analysis model benchmarks
AA-Omniscience Hallucination Rate
Artificial Analysis Omniscience Hallucination Rate
85.7Knowledge questionsFactualityArtificial Analysis model benchmarks

Coding

Coding benchmarks
BenchmarkValueTasksDifficultyProvenance
LiveCodeBench v5
LiveCodeBench v5
63.2July 2024 to May 2025 release windowCompetitive programming levelLiveCodeBench official repository and release documentation
SciCode
Scientific Code Benchmark
32BenchLM
AA Coding Index
Artificial Analysis Coding Index
13.8Cross-benchmark coding indexDisplay-only external referenceArtificial Analysis model leaderboards

Mathematics

Mathematics benchmarks
BenchmarkValueTasksDifficultyProvenance
AIME 2025
American Invitational Mathematics Examination 2025
82.115 problemsHigh school olympiad levelAmerican Invitational Mathematics Examination

Reasoning

Reasoning benchmarks
BenchmarkValueTasksDifficultyProvenance
AA-LCR
Artificial Analysis Long Context Reasoning
39.7Long-context reasoning tasksLong-context reasoningArtificial Analysis model benchmarks
CritPt
Critical Physics Tasks
0.0Research-level physics questionsResearch-level physics reasoningCritPt Benchmark Leaderboard

Instruction Following

Instruction Following benchmarks
BenchmarkValueTasksDifficultyProvenance
IFBench
Instruction Following Benchmark
74.2BenchLM
AA-IFBench
Artificial Analysis IFBench
63.2Verifiable instruction constraintsInstruction precisionArtificial Analysis IFBench Benchmark Leaderboard

Agentic

Agentic benchmarks
BenchmarkValueTasksDifficultyProvenance
GDPval-AA
GDPval-AA
416Agentic real-world work tasksProfessional agentic workflowsDeepSeek-V4 Technical Report
GDPval-AA
GDPval-AA normalized
0.0Economically valuable tasksProfessional agentic workflowsArtificial Analysis model benchmarks
OSWorld
OSWorld
47.4Computer-use tasksBroad computer-use suiteGLM-5V-Turbo
τ²-bench results
τ²-Bench Tool-Agent-User Evaluation
45.3Airline, retail, and telecom customer-service task setsDual-control customer-service workflowsτ²-Bench: Evaluating Conversational Agents in a Dual-Control Environment

Multimodal & Grounded

Multimodal & Grounded benchmarks
BenchmarkValueTasksDifficultyProvenance
MMMU
Massive Multi-discipline Multimodal Understanding
70.8Multimodal academic reasoningFrontier multimodalMMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
AA-MMMU-Pro
Artificial Analysis MMMU-Pro
53.2Multimodal academic reasoningFrontier multimodalArtificial Analysis MMMU-Pro Benchmark Leaderboard
Video-MME (w/o subtitle)
Video-MME without subtitle
72.2Video understandingMultimodal video reasoningQwen3.6 launch benchmarks
MMLongBench-Doc
MMLongBench-Doc
57.5Long document understandingLong-context document reasoningQwen3.6 launch benchmarks
AI2D_TEST
AI2D test split
88.5Diagram understandingStructured visual reasoningQwen3.6 launch benchmarks
RefCOCO (avg)
RefCOCO average
90.5Referring-expression groundingFine-grained visual groundingRefCOCO referring expression datasets
ScreenSpot Pro
ScreenSpot Pro
57.81,581 grounding instructionsProfessional GUI groundingScreenSpot-Pro: GUI Grounding for Professional High-Resolution Computer Use
CharXiv
CharXiv Reasoning
76.25Scientific chart reasoningScientific visualization reasoningCharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs

Lifecycle and limitations log

Lifecycle events the source associates with this model, plus what this profile does not claim.

No lifecycle event references this model.

That is not evidence the model has no lifecycle plan — only that this source published none.

What this profile does not claimValues are reproduced exactly as their sources published them, in the units those sources declared; none are converted, interpolated, or averaged across providers. Any field marked unavailable was attempted and not returned — the attempt timestamp is in each badge. Last attempted fetch for this model’s score: 2026-09-17 17:17 UTC.