# Nemotron 3.5 Lightning 30B A3B NVFP4 vs Qwen3 235B 2507

> Side-by-side benchmark comparison for Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3 235B 2507 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-5-lightning-30b-a3b-nvfp4-vs-qwen3-235b-2507
- Last updated: September 24, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3 235B 2507 share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Nemotron 3.5 Lightning 30B A3B NVFP4 has the larger published context window at 1M.

## Model Snapshot

| Property | Nemotron 3.5 Lightning 30B A3B NVFP4 | 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) | 19.1 | null |
| Benchmarks Covered | 13 | 4 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 7.3 (Estimated · #104/105)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 23.5% | Coming soon | Coming soon |
| PinchBench | 83.4% | Coming soon | Coming soon |
| BrowseComp | 36.8% | Coming soon | Coming soon |
| τ³-bench results | 9.5% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 11.4 (Estimated · #135/135)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 52.8% | Coming soon | Coming soon |
| SWE Multilingual | 36.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 23.5% | Coming soon | Coming soon |
| SciCode | 31.4% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 55.9 (Unranked · 1 rankable row)
- Qwen3 235B 2507 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 20.7 (Estimated · #154/158)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 75.6% | 77.5% | Qwen3 235B 2507 |
| GPQA-D | 75.6% | Coming soon | Coming soon |
| HLE w/o tools | 10.5% | Coming soon | Coming soon |
| MMLU-Pro | 81.6% | 83% | Qwen3 235B 2507 |
| SuperGPQA | Coming soon | 62.6% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: Coming soon
- Qwen3 235B 2507 public-lane score: 1 (#12/12)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 79.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 68.5 (#67/124)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 72.9% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3 235B 2507?

Not yet. The models share only 2 sourced benchmark rows, 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 Lightning 30B A3B NVFP4 vs Qwen3 235B 2507 (Reasoning)](/compare/nemotron-3-5-lightning-30b-a3b-nvfp4-vs-qwen3-235b-2507-reasoning)
- [Qwen3 235B 2507 vs Qwen3 235B 2507 (Reasoning)](/compare/qwen3-235b-2507-vs-qwen3-235b-2507-reasoning)
- [Nemotron 3.5 Lightning 30B A3B NVFP4 vs GPT-6 Astra](/compare/gpt-6-astra-vs-nemotron-3-5-lightning-30b-a3b-nvfp4)
- [Qwen3 235B 2507 vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-235b-2507)

## Explore More

- [Nemotron 3.5 Lightning 30B A3B NVFP4 profile](/models/nemotron-3-5-lightning-30b-a3b-nvfp4)
- [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)