# Nemotron 3.5 Super VL 120B A12B vs o4-mini

> Side-by-side benchmark comparison for Nemotron 3.5 Super VL 120B A12B and o4-mini across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-5-super-vl-120b-a12b-vs-o4-mini
- 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 and o4-mini.

## Summary

- Nemotron 3.5 Super VL 120B A12B and o4-mini 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 | o4-mini |
|----------|----------|----------|
| Creator | NVIDIA | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 200K |
| Independent public score (not head-to-head) | 49.51 | null |
| Benchmarks Covered | 19 | 7 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $1.10 / $4.40 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 44.2 (Estimated · #61/127)
- o4-mini public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | 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
- o4-mini public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 88.2% | Coming soon | Coming soon |
| 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 |
| HumanEval | Coming soon | 97.3% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 73 (Unranked · 2 rankable rows)
- o4-mini public-lane score: 67.8 (Unranked · 3 rankable rows)

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 10.9% | Coming soon | Coming soon |
| DROP | Coming soon | 77.7% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 62 (Unranked · 5 rankable rows)
- o4-mini public-lane score: 66.4 (Unranked · 1 rankable row)

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | 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)
- o4-mini public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | 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 |
| MMLU | Coming soon | 90% | Coming soon |
| GPQA | Coming soon | 77.6% | Coming soon |
| SimpleQA | Coming soon | 20.2% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon
- o4-mini public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| MGSM | Coming soon | 93.7% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: 66.6 (#72/146)
- o4-mini public-lane score: 83.9 (#51/146)

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 70.9% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon
- o4-mini public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 88.4% | Coming soon | Coming soon |
| MATH-500 | Coming soon | 97.5% | Coming soon |

## FAQ

### Can I compare Nemotron 3.5 Super VL 120B A12B and o4-mini 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 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)
- [o4-mini vs Nemotron 3.5 Super VL 120B A12B NVFP4](/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-o4-mini)
- [Nemotron 3.5 Super VL 120B A12B vs o4-mini (high)](/compare/nemotron-3-5-super-vl-120b-a12b-vs-o4-mini-high)
- [o4-mini vs o4-mini (high)](/compare/o4-mini-vs-o4-mini-high)

## Explore More

- [Nemotron 3.5 Super VL 120B A12B profile](/models/nemotron-3-5-super-vl-120b-a12b)
- [o4-mini profile](/models/o4-mini)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)