Model comparison
Nemotron 3 Nano 30B vs Qwen3.5 397B
Head-to-head evidence from 15 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Nemotron 3 Nano 30B #98 (Estimated); Qwen3.5 397B #71 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Nemotron 3 Nano 30B and Qwen3.5 397B share 15 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Nemotron 3 Nano 30B; 40 to Qwen3.5 397B.
Updated July 20, 2026- Shared results
- 15
- Nemotron 3 Nano 30B only
- 0
- Qwen3.5 397B only
- 40
- Comparable categories
- 0 / 8
Benchmark data for Nemotron 3 Nano 30B and Qwen3.5 397B is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 15 shared benchmark results across 5 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.
Qwen3.5 397B is priced at $0.60 input / $3.60 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Nemotron 3 Nano 30B. Qwen3.5 397B has the larger context window at 128K, compared with 32K for Nemotron 3 Nano 30B.
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 30B | Δ | Qwen3.5 397B |
|---|---|---|---|
| Agentic | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B56.5 |
| Coding | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B66.5 |
| Reasoning | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B63.2 |
| Knowledge | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B56.6 |
| Math | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B90.6 |
| Multilingual | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B84.7 |
| Multimodal | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B79.6 |
| Inst. Following | Nemotron 3 Nano 30BNot measured | MarginNo overlap | Qwen3.5 397B92.6 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Nemotron 3 Nano 30B | Qwen3.5 397B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Nemotron 3 Nano 30B$0 input / $0 output | Qwen3.5 397B$0.6 input / $3.6 output | Nemotron 3 Nano 30B has the lower combined listed price. |
| Generation speedtokens per second | Nemotron 3 Nano 30B152 tok/s | Qwen3.5 397B96 tok/s | Nemotron 3 Nano 30B has the higher measured throughput. |
| First-answer latencyseconds to first token | Nemotron 3 Nano 30B1.90 s | Qwen3.5 397B2.44 s | Nemotron 3 Nano 30B reaches the first token sooner. |
| Context windowmaximum listed tokens | Nemotron 3 Nano 30B32K | Qwen3.5 397B128K | Qwen3.5 397B lists the larger context window. |
Benchmark Deep Dive
Agentic18 benchmarks
| Benchmark | Nemotron 3 Nano 30B | Qwen3.5 397B | Result |
|---|---|---|---|
| τ²-bench resultsSource | 40.9% | 95.6% | Qwen3.5 397B leads |
| GDPval-AASource | 0.0% | 23.1% | Qwen3.5 397B leads |
| GDPval-AASource | 484 | 962 | Qwen3.5 397B leads |
| AA Agentic IndexSource | 2.0% | 19.9% | Qwen3.5 397B leads |
| Terminal-Bench 2.0Source | — | 52.5% | Not comparable |
| BrowseCompSource | — | 62% | Not comparable |
| Claw-EvalSource | — | 56.8% | Not comparable |
| QwenClawBenchSource | — | 51.8% | Not comparable |
| τ³-bench resultsSource | — | 68.4% | Not comparable |
| VITA-BenchSource | — | 43.7% | Not comparable |
| DeepPlanningSource | — | 37.6% | Not comparable |
| ToolathlonSource | — | 36.3% | Not comparable |
| MCP AtlasSource | — | 46.1% | Not comparable |
| MCP-TasksSource | — | 74.2% | Not comparable |
| WideResearchSource | — | 74.0% | Not comparable |
| Gert LabsSource | — | 46.76% | Not comparable |
| ResearchClawBenchSource | — | 14.2% | Not comparable |
| APEX-Agents-AASource | — | 15.3% | Not comparable |
Coding5 benchmarks
Reasoning4 benchmarks
Knowledge12 benchmarks
| Benchmark | Nemotron 3 Nano 30B | Qwen3.5 397B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 14.2% | 33.7% | Qwen3.5 397B leads |
| AA-GPQA DiamondSource | 75.7% | 89.3% | Qwen3.5 397B leads |
| AA-HLESource | 10.2% | 27.3% | Qwen3.5 397B leads |
| AA-Omniscience IndexSource | -51.6% | -29.8% | Qwen3.5 397B leads |
| AA-Omniscience AccuracySource | 17.1% | 31.4% | Qwen3.5 397B leads |
| AA-Omniscience Hallucination RateSource | 82.9% | 89.1% | Nemotron 3 Nano 30B leads |
| GPQASource | — | 88.4% | Not comparable |
| SuperGPQASource | — | 70.4% | Not comparable |
| MMLU-ProSource | — | 87.8% | Not comparable |
| MMLU-ReduxSource | — | 94.9% | Not comparable |
| C-EvalSource | — | 93% | Not comparable |
| HLESource | — | 28.7% | Not comparable |
Math5 benchmarks
Multilingual2 benchmarks
Multimodal7 benchmarks
Frequently Asked Questions (3)
Can I compare Nemotron 3 Nano 30B and Qwen3.5 397B 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 30B and Qwen3.5 397B today?
Nemotron 3 Nano 30B: $0.00 input / $0.00 output per 1M tokens Qwen3.5 397B: $0.60 input / $3.60 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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