Model comparison
Nemotron 3 Nano Omni 30B A3B vs Nova Pro
Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Nemotron 3 Nano Omni 30B A3B #159 (Estimated); Nova Pro #206 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Nemotron 3 Nano Omni 30B A3B and Nova Pro share 12 comparable benchmark results. 0 of 8 categories are comparable. 17 results are unique to Nemotron 3 Nano Omni 30B A3B; 0 to Nova Pro.
Updated July 27, 2026- Shared results
- 12
- Nemotron 3 Nano Omni 30B A3B only
- 17
- Nova Pro only
- 0
- Comparable categories
- 0 / 8
Benchmark data for Nemotron 3 Nano Omni 30B A3B and Nova Pro is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Nemotron 3 Nano Omni 30B A3B has the larger context window at 256K, compared with 128K for Nova Pro.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Nemotron 3 Nano Omni 30B A3B | Δ | Nova Pro |
|---|---|---|---|
| Coding | Nemotron 3 Nano Omni 30B A3B32.0 | MarginNo overlap | Nova ProNot measured |
| Knowledge | Nemotron 3 Nano Omni 30B A3B76.3 | MarginNo overlap | Nova ProNot measured |
| Multimodal | Nemotron 3 Nano Omni 30B A3B76.3 | MarginNo overlap | Nova ProNot measured |
| Inst. Following | Nemotron 3 Nano Omni 30B A3B74.2 | MarginNo overlap | Nova ProNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Nemotron 3 Nano Omni 30B A3B | Nova Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Nemotron 3 Nano Omni 30B A3B$0 input / $0 output | Nova ProNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Nemotron 3 Nano Omni 30B A3BNot available | Nova Pro141 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Nemotron 3 Nano Omni 30B A3BNot available | Nova Pro0.81 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Nemotron 3 Nano Omni 30B A3B256K | Nova Pro128K | Nemotron 3 Nano Omni 30B A3B lists the larger context window. |
Benchmark Deep Dive
Agentic4 benchmarks
Coding3 benchmarks
Reasoning2 benchmarks
Knowledge9 benchmarks
| Benchmark | Nemotron 3 Nano Omni 30B A3B | Nova Pro | Result |
|---|---|---|---|
| MMLU-ProSource | 77.3% | — | Not comparable |
| GPQASource | 72.2% | — | Not comparable |
| GPQA-DSource | 72.2% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 14.9% | 7.7% | Nemotron 3 Nano Omni 30B A3B leads |
| AA-GPQA DiamondSource | 46.9% | 49.9% | Nova Pro leads |
| AA-HLESource | 5.3% | 3.4% | Nemotron 3 Nano Omni 30B A3B leads |
| AA-Omniscience IndexSource | -56.0% | -47.6% | Nova Pro leads |
| AA-Omniscience AccuracySource | 14.8% | 17.0% | Nova Pro leads |
| AA-Omniscience Hallucination RateSource | 83.1% | 77.9% | Nova Pro leads |
Math1 benchmarks
| Benchmark | Nemotron 3 Nano Omni 30B A3B | Nova Pro | Result |
|---|---|---|---|
| AIME 2025Source | 82.1% | — | Not comparable |
Multimodal8 benchmarks
| Benchmark | Nemotron 3 Nano Omni 30B A3B | Nova Pro | Result |
|---|---|---|---|
| MMMUSource | 70.8% | — | Not comparable |
| MMLongBench-DocSource | 57.5% | — | Not comparable |
| CharXivSource | 76.3% | — | Not comparable |
| ScreenSpot ProSource | 57.8% | — | Not comparable |
| Video-MME (w/o subtitle)Source | 72.2% | — | Not comparable |
| AI2D_TESTSource | 88.5% | — | Not comparable |
| RefCOCO (avg)Source | 90.5% | — | Not comparable |
| AA-MMMU-ProSource | 53.2% | 44.3% | Nemotron 3 Nano Omni 30B A3B leads |
Frequently Asked Questions (3)
Can I compare Nemotron 3 Nano Omni 30B A3B and Nova Pro on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Nemotron 3 Nano Omni 30B A3B and Nova Pro today?
Nemotron 3 Nano Omni 30B A3B: $0.00 input / $0.00 output per 1M tokens Nova Pro: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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