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ModelScale

Nemotron 3.5 Lightning 30B A3B NVFP4

NVIDIA · Open Weight · rank 216 · bench-align-v5

Self-hosted
Canonical idnemotron-3-5-lightning-30b-a3b-nvfp4
Overall score21.02
Context window1M tokens
Release date2026-08-11
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

Agentic10.8
Coding18.5
Knowledge59.8
Reasoning54.8
Multimodal & GroundedUnavailable
Instruction Following72.6
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: ObservedUnavailable

Runtime measurements
MeasurementValueObservedLast goodEvidence
Time to first tokenUnavailableUnavailableUnavailable
ThroughputUnavailableUnavailableUnavailable

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 listingNVIDIA publishes this OpenMDW-1.1-licensed NVFP4 checkpoint for commercial self-hosting and does not publish a first-party hosted API token price. BenchLM represents it as self-host/free-per-token before infrastructure costs.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

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

Knowledge

Knowledge benchmarks
BenchmarkValueTasksDifficultyProvenance
AA Openness Index
Artificial Analysis Openness Index
83.3Model openness assessmentDisplay-only external referenceArtificial Analysis Openness Index
GPQA
Graduate-Level Google-Proof Q&A
75.57448 questionsGraduate levelGPQA: A Graduate-Level Google-Proof Q&A Benchmark
GPQA-D
GPQA Diamond
75.6Graduate-level science questionsGraduate levelTrinity-Large-Thinking: Scaling an Open Source Frontier Agent
MMLU-Pro
Massive Multitask Language Understanding Professional
81.62Multiple subjectsProfessional levelMMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Artificial Analysis Intelligence Index
Artificial Analysis Intelligence Index
13.6Cross-benchmark intelligence indexDisplay-only external referenceArtificial Analysis
AA-GPQA Diamond
Artificial Analysis GPQA Diamond
74.3Graduate-level science questionsGraduate-level science reasoningArtificial Analysis GPQA Diamond Benchmark Leaderboard
AA-HLE
Artificial Analysis Humanity's Last Exam
10.6Expert-level questionsFrontier expert reasoningArtificial Analysis Humanity's Last Exam Benchmark Leaderboard
AA-Omniscience Index
Artificial Analysis Omniscience Index
-17.7Knowledge questionsBroad factual knowledgeAA-Omniscience: Knowledge and Hallucination Benchmark
AA-Omniscience Accuracy
Artificial Analysis Omniscience Accuracy
14.4Knowledge questionsBroad knowledgeArtificial Analysis model benchmarks
AA-Omniscience Hallucination Rate
Artificial Analysis Omniscience Hallucination Rate
37.6Knowledge questionsFactualityArtificial Analysis model benchmarks
HLE w/o tools
Humanity's Last Exam without tools
10.47Expert-level questionsFrontier expert levelIntroducing GPT-5.4 mini and nano

Coding

Coding benchmarks
BenchmarkValueTasksDifficultyProvenance
Terminal-Bench 2.0
Terminal-Bench 2.0
23.5Terminal-based software tasksProfessional software engineeringTerminal-Bench 2.0
SWE-bench Verified
Software Engineering Benchmark Verified
52.8500 verified issuesProfessional software engineeringSWE-bench: Can Language Models Resolve Real-World GitHub Issues?
SWE Multilingual
SWE Multilingual
36.47Multilingual software-engineering tasksProfessional software engineeringMiniMax M2.7: Early Echoes of Self-Evolution
SciCode
Scientific Code Benchmark
31.38BenchLM
AA Coding Index
Artificial Analysis Coding Index
26.8Cross-benchmark coding indexDisplay-only external referenceArtificial Analysis model leaderboards
AA-SciCode
Artificial Analysis SciCode
32.1Scientific coding subproblemsScientific programmingArtificial Analysis SciCode Benchmark Leaderboard

Reasoning

Reasoning benchmarks
BenchmarkValueTasksDifficultyProvenance
AA-LCR
Artificial Analysis Long Context Reasoning
49.2Long-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
72.88BenchLM

Agentic

Agentic benchmarks
BenchmarkValueTasksDifficultyProvenance
Terminal-Bench 2.0
Terminal-Bench 2.0
23.46Terminal-based software tasksProfessional software engineeringTerminal-Bench 2.0
BrowseComp
BrowseComp
36.81Research questions requiring browsingHard web researchBrowseComp
GDPval-AA
GDPval-AA
865Agentic real-world work tasksProfessional agentic workflowsDeepSeek-V4 Technical Report
GDPval-AA
GDPval-AA normalized
13.3Economically valuable tasksProfessional agentic workflowsArtificial Analysis model benchmarks
AA Agentic Index
Artificial Analysis Agentic Index
6.1Cross-benchmark agentic indexDisplay-only external referenceArtificial Analysis model leaderboards
PinchBench
PinchBench
83.423 OpenClaw agent tasksLong-horizon agent workflowsAbout PinchBench
τ³-bench results
τ³-Bench Tool-Agent-User Evaluation
9.5Corrected customer-service tasks plus knowledge and voice evaluation modesLong-horizon, multimodal, and knowledge-aware tool useOfficial τ³-bench repository and release notes

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.