# Nemotron 3.5 Lightning 30B A3B NVFP4 vs Qwen3 235B-A22B

> Side-by-side benchmark comparison for Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3 235B-A22B 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-a22b
- Last updated: October 14, 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 Lightning 30B A3B NVFP4 and Qwen3 235B-A22B 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.
- 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-A22B |
|----------|----------|----------|
| Creator | NVIDIA | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | 128K |
| Independent public score (not head-to-head) | 27.03 | null |
| Benchmarks Covered | 13 | 11 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 16.8 (Estimated · #107/124)
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B-A22B | 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 |
| BFCL v3 | Coming soon | 68.0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 17.3 (Estimated · #125/149)
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B-A22B | 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 |
| LiveCodeBench v5 | Coming soon | 35.3% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 59.6 (Unranked · 1 rankable row)
- Qwen3 235B-A22B public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 30.9 (Estimated · #150/181)
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 75.6% | 62.9% | Nemotron 3.5 Lightning 30B A3B NVFP4 |
| GPQA-D | 75.6% | Coming soon | Coming soon |
| HLE w/o tools | 10.5% | Coming soon | Coming soon |
| MMLU-Pro | 81.6% | Coming soon | Coming soon |
| MMLU-Redux | Coming soon | 89.2% | 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 Lightning 30B A3B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| INCLUDE | Coming soon | 75.6% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 71.4 (#68/128)
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 72.9% | Coming soon | Coming soon |
| IFEval | Coming soon | 83.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: Coming soon
- Qwen3 235B-A22B public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3 235B-A22B | Winner |
|-----------|-----------|-----------|--------|
| 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

### Is there enough evidence to pick between Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3 235B-A22B?

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 Lightning 30B A3B NVFP4 vs Qwen3 235B-A22B (Reasoning)](/compare/nemotron-3-5-lightning-30b-a3b-nvfp4-vs-qwen3-235b-a22b-reasoning)
- [Qwen3 235B-A22B vs Qwen3 235B-A22B (Reasoning)](/compare/qwen3-235b-a22b-vs-qwen3-235b-a22b-reasoning)
- [Nemotron 3.5 Lightning 30B A3B NVFP4 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-nemotron-3-5-lightning-30b-a3b-nvfp4)
- [Qwen3 235B-A22B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-235b-a22b)

## Explore More

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