Model comparison
DeepSeek R1 Distill Qwen 32B vs Nemotron 3 Ultra
Head-to-head evidence from 6 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: DeepSeek R1 Distill Qwen 32B unranked; Nemotron 3 Ultra #24
BenchAlign evidence: DeepSeek R1 Distill Qwen 32B estimated; Nemotron 3 Ultra not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek R1 Distill Qwen 32B and Nemotron 3 Ultra share 6 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DeepSeek R1 Distill Qwen 32B; 33 to Nemotron 3 Ultra.
Updated July 16, 2026- Shared results
- 6
- DeepSeek R1 Distill Qwen 32B only
- 0
- Nemotron 3 Ultra only
- 33
- Comparable categories
- 0 / 8
Benchmark data for DeepSeek R1 Distill Qwen 32B and Nemotron 3 Ultra is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 6 shared benchmark results across 4 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 Ultra has the larger context window at 1M, compared with 128K for DeepSeek R1 Distill Qwen 32B.
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 | DeepSeek R1 Distill Qwen 32B | Δ | Nemotron 3 Ultra |
|---|---|---|---|
| Agentic | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Nemotron 3 Ultra51.3 |
| Coding | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Nemotron 3 Ultra58.3 |
| Reasoning | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Nemotron 3 Ultra61.9 |
| Knowledge | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Nemotron 3 Ultra54.2 |
| Multilingual | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Nemotron 3 Ultra83.0 |
| Inst. Following | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Nemotron 3 Ultra81.7 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek R1 Distill Qwen 32B | Nemotron 3 Ultra | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek R1 Distill Qwen 32B$0 input / $0 output | Nemotron 3 Ultra$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | DeepSeek R1 Distill Qwen 32B60 tok/s | Nemotron 3 UltraNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek R1 Distill Qwen 32B0.84 s | Nemotron 3 UltraNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek R1 Distill Qwen 32B128K | Nemotron 3 Ultra1M | Nemotron 3 Ultra lists the larger context window. |
Benchmark Deep Dive
Agentic12 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Nemotron 3 Ultra | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | — | 56.4% | Not comparable |
| PinchBenchSource | — | 90.0% | Not comparable |
| BrowseCompSource | — | 44.4% | Not comparable |
| τ³-bench resultsSource | — | 70.9% | Not comparable |
| GDPval-AASource | — | 33.2% | Not comparable |
| HLE w/ toolsSource | — | 37.4% | Not comparable |
| AA Agentic IndexSource | — | 27.4% | Not comparable |
| τ²-bench resultsSource | — | 83.3% | Not comparable |
| GDPval-AASource | — | 1164 | Not comparable |
| AA BriefcaseSource | — | 870 | Not comparable |
| AA EnterpriseOps-GymSource | — | 28.9% | Not comparable |
| AA Harvey LABSource | — | 3.3% | Not comparable |
Coding8 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Nemotron 3 Ultra | Result |
|---|---|---|---|
| AA-SciCodeSource | 37.6% | 39.9% | Nemotron 3 Ultra leads |
| SWE-bench VerifiedSource | — | 71.9% | Not comparable |
| SWE MultilingualSource | — | 67.7% | Not comparable |
| LiveCodeBench v6Source | — | 89.0% | Not comparable |
| SciCodeSource | — | 44.6% | Not comparable |
| Terminal-Bench 2.0Source | — | 56.4% | Not comparable |
| AA Coding IndexSource | — | 49.3% | Not comparable |
| Terminal-Bench HardSource | — | 36.4% | Not comparable |
Reasoning3 benchmarks
Knowledge12 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Nemotron 3 Ultra | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 11.0% | 37.8% | Nemotron 3 Ultra leads |
| AA-GPQA DiamondSource | 61.5% | 86.7% | Nemotron 3 Ultra leads |
| AA-HLESource | 5.5% | 26.6% | Nemotron 3 Ultra leads |
| GPQASource | — | 87% | Not comparable |
| GPQA-DSource | — | 87.0% | Not comparable |
| HLESource | — | 26.7% | Not comparable |
| HLE w/o toolsSource | — | 26.7% | Not comparable |
| MMLU-ProSource | — | 86.8% | Not comparable |
| AA-Omniscience AccuracySource | — | 21.6% | Not comparable |
| AA-Omniscience IndexSource | — | -0.8% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 28.5% | Not comparable |
| AA Openness IndexSource | — | 83.3% | Not comparable |
Multilingual1 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Nemotron 3 Ultra | Result |
|---|---|---|---|
| MMLU-ProXSource | — | 83% | Not comparable |
Multimodal1 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Nemotron 3 Ultra | Result |
|---|---|---|---|
| Design Arena WebsiteSource | — | 1132 | Not comparable |
Frequently Asked Questions (3)
Can I compare DeepSeek R1 Distill Qwen 32B and Nemotron 3 Ultra 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 DeepSeek R1 Distill Qwen 32B and Nemotron 3 Ultra today?
DeepSeek R1 Distill Qwen 32B: $0.00 input / $0.00 output per 1M tokens Nemotron 3 Ultra: $0.00 input / $0.00 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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