# Nemotron 3.5 Super VL 120B A12B NVFP4 vs Qwen3.8 Max Preview

> Side-by-side benchmark comparison for Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3.8 Max Preview 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-qwen3-8-max-preview
- 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 Qwen3.8 Max Preview.

## Summary

- Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3.8 Max Preview 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 | Qwen3.8 Max Preview |
|----------|----------|----------|
| Creator | NVIDIA | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 18 | 1 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3.8 Max Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3.8 Max Preview | 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 |

### Coding

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3.8 Max Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3.8 Max Preview | 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 |
| OpenHarmony Bench | Coming soon | 56.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 72.4 (Unranked · 1 rankable row)
- Qwen3.8 Max Preview 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)
- Qwen3.8 Max Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3.8 Max Preview | 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
- Qwen3.8 Max Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3.8 Max Preview | 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 |

### Instruction Following

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 68.1 (#71/146)
- Qwen3.8 Max Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3.8 Max Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 71.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Qwen3.8 Max Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Qwen3.8 Max Preview | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 89.4% | Coming soon | Coming soon |

## FAQ

### Can I compare Nemotron 3.5 Super VL 120B A12B NVFP4 and Qwen3.8 Max Preview 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)
- [Qwen3.8 Max Preview vs Nemotron 3.5 Super VL 120B A12B](/compare/nemotron-3-5-super-vl-120b-a12b-vs-qwen3-8-max-preview)
- [Nemotron 3.5 Super VL 120B A12B NVFP4 vs Qwen3.8 Max](/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-qwen3-8-max)
- [Qwen3.8 Max Preview vs Qwen3.8 Max](/compare/qwen3-8-max-vs-qwen3-8-max-preview)

## Explore More

- [Nemotron 3.5 Super VL 120B A12B NVFP4 profile](/models/nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Qwen3.8 Max Preview profile](/models/qwen3-8-max-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)