# Nemotron 3.5 Super VL 120B A12B vs Qwen3 235B 2507

> Side-by-side benchmark comparison for Nemotron 3.5 Super VL 120B A12B and Qwen3 235B 2507 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-5-super-vl-120b-a12b-vs-qwen3-235b-2507
- Last updated: October 15, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Nemotron 3.5 Super VL 120B A12B and Qwen3 235B 2507 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Qwen3 235B 2507 has the lower published output-token price.
- Nemotron 3.5 Super VL 120B A12B has the larger published context window at 1M.

## Model Snapshot

| Property | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 |
|----------|----------|----------|
| Creator | NVIDIA | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | 128K |
| Independent public score (not head-to-head) | 49.51 | null |
| Benchmarks Covered | 19 | 8 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 44.2 (Estimated · #61/127)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 66.7% | Coming soon | Coming soon |
| τ²-bench Airline | 76.5% | Coming soon | Coming soon |
| τ³-bench results | 18.9% | Coming soon | Coming soon |
| BrowseComp | 78% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 88.2% | 51.8% | Nemotron 3.5 Super VL 120B A12B |
| SWE-bench Verified | 71.1% | Coming soon | Coming soon |
| SWE Multilingual | 67.7% | Coming soon | Coming soon |
| SWE-bench Pro | 51.8% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 73 (Unranked · 2 rankable rows)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 10.9% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 62 (Unranked · 5 rankable rows)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| BabyVision | 29.6% | Coming soon | Coming soon |
| MMLongBench-Doc | 62.8% | Coming soon | Coming soon |
| V* | 85.6% | Coming soon | Coming soon |
| MathVision | 78.2% | Coming soon | Coming soon |
| CharXiv | 80.8% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 51.8 (Estimated · #73/184)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.5% | Coming soon | Coming soon |
| HLE w/o tools | 31.8% | Coming soon | Coming soon |
| HLE | 29.2% | Coming soon | Coming soon |
| GPQA | Coming soon | 77.5% | Coming soon |
| SuperGPQA | Coming soon | 62.6% | Coming soon |
| MMLU-Pro | Coming soon | 83% | Coming soon |
| SimpleQA | Coming soon | 54.3% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon
- Qwen3 235B 2507 public-lane score: 79.5 (#13/17)

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 79.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 66.6 (#72/146)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 70.9% | Coming soon | Coming soon |
| IFEval | Coming soon | 88.7% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 88.4% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 70.3% | Coming soon |

## FAQ

### Is there enough evidence to pick between Nemotron 3.5 Super VL 120B A12B and Qwen3 235B 2507?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Nemotron 3.5 Super VL 120B A12B vs Nemotron 3.5 Super VL 120B A12B NVFP4](/compare/nemotron-3-5-super-vl-120b-a12b-vs-nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Qwen3 235B 2507 vs Nemotron 3.5 Super VL 120B A12B NVFP4](/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-qwen3-235b-2507)
- [Nemotron 3.5 Super VL 120B A12B vs Qwen3 235B 2507 (Reasoning)](/compare/nemotron-3-5-super-vl-120b-a12b-vs-qwen3-235b-2507-reasoning)
- [Qwen3 235B 2507 vs Qwen3 235B 2507 (Reasoning)](/compare/qwen3-235b-2507-vs-qwen3-235b-2507-reasoning)

## Explore More

- [Nemotron 3.5 Super VL 120B A12B profile](/models/nemotron-3-5-super-vl-120b-a12b)
- [Qwen3 235B 2507 profile](/models/qwen3-235b-2507)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)