# Nemotron 3 Ultra vs Qwen3.7 Plus

> Side-by-side benchmark comparison for Nemotron 3 Ultra and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-ultra-vs-qwen3-7-plus
- Last updated: September 4, 2026

- Shared sourced benchmarks: 13
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Qwen3.7 Plus if you want the stronger benchmark profile. Nemotron 3 Ultra only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.7 Plus leads overall 62.29 to 40.67.
- The clearest category separation is in multilingual, where the averages are 47.4 for Nemotron 3 Ultra and 78.9 for Qwen3.7 Plus.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 56.4% and 70.3%.

## Model Snapshot

| Property | Nemotron 3 Ultra | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | NVIDIA | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 40.67 | 62.29 |
| Benchmarks Covered | 24 | 52 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Qwen3.7 Plus
- Nemotron 3 Ultra public-lane score: 22.2 (Supported · #150/151)
- Qwen3.7 Plus public-lane score: 37.7 (Supported · #126/151)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 56.4% | 70.3% | Qwen3.7 Plus |
| PinchBench | 90.0% | Coming soon | Coming soon |
| BrowseComp | 44.4% | Coming soon | Coming soon |
| τ³-bench results | 70.9% | Coming soon | Coming soon |
| HLE w/ tools | 37.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.9% | 52.8% | Qwen3.7 Plus |
| QwenClawBench | Coming soon | 61.8% | Coming soon |
| Claw-Eval | Coming soon | 62.7% | Coming soon |
| BFCL v4 | Coming soon | 72.9% | Coming soon |
| MCP Atlas | Coming soon | 73.2% | Coming soon |
| VITA-Bench | Coming soon | 45.6% | Coming soon |
| DeepPlanning | Coming soon | 62.3% | Coming soon |
| OSWorld-Verified | Coming soon | 73.3% | Coming soon |
| AndroidWorld | Coming soon | 81.0% | Coming soon |
| OSWorld 2.0 | Coming soon | 2.8% | Coming soon |

### Coding

- Winner: Coming soon
- Nemotron 3 Ultra public-lane score: 26.9 (Supported · #174/183)
- Qwen3.7 Plus public-lane score: 53.1 (Estimated · #51/183)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 71.9% | 77.7% | Qwen3.7 Plus |
| SWE Multilingual | 67.7% | 75.8% | Qwen3.7 Plus |
| LiveCodeBench v6 | 89.0% | Coming soon | Coming soon |
| SciCode | 44.6% | 51.3% | Qwen3.7 Plus |
| Terminal-Bench 2.0 | 56.4% | 70.3% | Qwen3.7 Plus |
| LiveCodeBench (Vals) | 86.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 69.0% | Coming soon | Coming soon |
| SWE-bench Pro | Coming soon | 57.6% | Coming soon |
| NL2Repo | Coming soon | 41.1% | Coming soon |
| LiveCodeBench | Coming soon | 89.6% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Nemotron 3 Ultra public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 72.5 (#18/48)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 79% | Coming soon |
| MathVision | Coming soon | 90.3% | Coming soon |
| CharXiv | Coming soon | 85.9% | Coming soon |
| ERQA | Coming soon | 69.8% | Coming soon |
| MedXpertQA (MM) | Coming soon | 71.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 79.0% | Coming soon |
| SimpleVQA | Coming soon | 81.7% | Coming soon |
| MMSearch-Plus | Coming soon | 41.4% | Coming soon |
| RealWorldQA | Coming soon | 86.9% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.4% | Coming soon |
| OCRBench V2 | Coming soon | 70.7% | Coming soon |
| ODINW13 | Coming soon | 51.1% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 85.4% | Coming soon |
| MLVU (M-Avg) | Coming soon | 87.4% | Coming soon |

### Reasoning

- Winner: Coming soon
- Nemotron 3 Ultra public-lane score: 48.7 (Unranked · 1 rankable row)
- Qwen3.7 Plus public-lane score: 73.7 (Unranked · 3 rankable rows)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 3.1% | 9.1% | Qwen3.7 Plus |
| LongBench v2 | 61.9% | Coming soon | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Knowledge

- Winner: Coming soon
- Nemotron 3 Ultra public-lane score: 45.6 (Estimated · #114/181)
- Qwen3.7 Plus public-lane score: 56.8 (Estimated · #50/181)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87% | 90.3% | Qwen3.7 Plus |
| GPQA-D | 87.0% | 90.3% | Qwen3.7 Plus |
| HLE | 26.7% | 34.7% | Qwen3.7 Plus |
| HLE w/o tools | 26.7% | Coming soon | Coming soon |
| MMLU-Pro | 86.8% | 88.5% | Qwen3.7 Plus |
| GPQA Diamond (Vals) | 86.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 85.8% | Coming soon | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| SuperGPQA | Coming soon | 71.4% | Coming soon |
| MMMLU | Coming soon | 89.0% | Coming soon |

### Instruction Following

- Winner: Qwen3.7 Plus
- Nemotron 3 Ultra public-lane score: 88.7 (#28/120)
- Qwen3.7 Plus public-lane score: 91.1 (#17/120)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 81.7% | 79.1% | Nemotron 3 Ultra |
| IFEval | Coming soon | 94.6% | Coming soon |

### Multilingual

- Winner: Qwen3.7 Plus
- Nemotron 3 Ultra public-lane score: 47.4 (#7/12)
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 83% | 85.4% | Qwen3.7 Plus |
| NOVA-63 | Coming soon | 58.8% | Coming soon |
| INCLUDE | Coming soon | 83.0% | Coming soon |
| MAXIFE | Coming soon | 88.8% | Coming soon |
| PolyMath | Coming soon | 84.0% | Coming soon |

### Mathematics

- Winner: Coming soon
- Nemotron 3 Ultra public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.3 (Unranked · 3 rankable rows)

| Benchmark | Nemotron 3 Ultra | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | Coming soon | 92.9% | Coming soon |
| IMOAnswerBench | Coming soon | 86.0% | Coming soon |
| Apex | Coming soon | 22.7% | Coming soon |

## FAQ

### Which is better overall, Nemotron 3 Ultra or Qwen3.7 Plus?

Qwen3.7 Plus is ahead overall on BenchLM right now.

### Where is the biggest gap between Nemotron 3 Ultra and Qwen3.7 Plus?

The widest category gap is in multilingual, where the averages are 47.4 for Nemotron 3 Ultra and 78.9 for Qwen3.7 Plus.

### How many benchmarks does Nemotron 3 Ultra cover on BenchLM?

Nemotron 3 Ultra currently has 24 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 52 sourced benchmark scores on BenchLM.

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- [Qwen3.7 Plus vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-7-plus)
- [Nemotron 3 Ultra vs GPT-6 Astra](/compare/gpt-6-astra-vs-nemotron-3-ultra)
- [Qwen3.7 Plus vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-7-plus)

## Explore More

- [Nemotron 3 Ultra profile](/models/nemotron-3-ultra)
- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)