# Nemotron 3.5 Super VL 120B A12B NVFP4 vs Qwen3 235B-A22B

> Side-by-side benchmark comparison for Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3 235B-A22B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-qwen3-235b-a22b
- Last updated: October 15, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3 235B-A22B.

## Summary

- Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3 235B-A22B do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B |
|----------|----------|----------|
| Creator | NVIDIA | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | 128K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 18 | 11 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 60.8% | Coming soon | Coming soon |
| τ²-bench Airline | 75.8% | Coming soon | Coming soon |
| τ³-bench results | 17.8% | Coming soon | Coming soon |
| BrowseComp | 77.5% | Coming soon | Coming soon |
| BFCL v3 | Coming soon | 68.0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 87.4% | Coming soon | Coming soon |
| SWE-bench Verified | 71.1% | Coming soon | Coming soon |
| SWE Multilingual | 67% | Coming soon | Coming soon |
| SWE-bench Pro | 51.3% | Coming soon | Coming soon |
| LiveCodeBench v5 | Coming soon | 35.3% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 72.4 (Unranked · 1 rankable row)
- Qwen3 235B-A22B public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 59.5 (Unranked · 5 rankable rows)
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| BabyVision | 29.5% | Coming soon | Coming soon |
| MMLongBench-Doc | 62.8% | Coming soon | Coming soon |
| V* | 86.0% | Coming soon | Coming soon |
| MathVision | 77.8% | Coming soon | Coming soon |
| CharXiv | 79.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.9% | Coming soon | Coming soon |
| HLE w/o tools | 31.4% | Coming soon | Coming soon |
| HLE | 29% | Coming soon | Coming soon |
| MMLU-Redux | Coming soon | 89.2% | Coming soon |
| GPQA | Coming soon | 62.9% | Coming soon |
| C-Eval | Coming soon | 86.1% | Coming soon |
| MMMLU | Coming soon | 79.8% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| INCLUDE | Coming soon | 75.6% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 68.1 (#71/146)
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 71.5% | Coming soon | Coming soon |
| IFEval | Coming soon | 83.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 89.4% | Coming soon | Coming soon |
| MATH-500 | Coming soon | 91.2% | Coming soon |
| AIME 2024 | Coming soon | 40.1% | Coming soon |
| AIME 2025 | Coming soon | 24.7% | Coming soon |

## FAQ

### Can I compare Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3 235B-A22B on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Nemotron 3.5 Super VL 120B A12B NVFP4 vs Nemotron 3.5 Super VL 120B A12B](/compare/nemotron-3-5-super-vl-120b-a12b-vs-nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Qwen3 235B-A22B vs Nemotron 3.5 Super VL 120B A12B](/compare/nemotron-3-5-super-vl-120b-a12b-vs-qwen3-235b-a22b)
- [Nemotron 3.5 Super VL 120B A12B NVFP4 vs Qwen3 235B-A22B (Reasoning)](/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-qwen3-235b-a22b-reasoning)
- [Qwen3 235B-A22B vs Qwen3 235B-A22B (Reasoning)](/compare/qwen3-235b-a22b-vs-qwen3-235b-a22b-reasoning)

## Explore More

- [Nemotron 3.5 Super VL 120B A12B NVFP4 profile](/models/nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Qwen3 235B-A22B profile](/models/qwen3-235b-a22b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)