# Nemotron 3.5 Lightning 30B A3B NVFP4 vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-5-lightning-30b-a3b-nvfp4-vs-qwen3-5-122b-a10b
- Last updated: September 24, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Qwen3.5-122B-A10B if you want the stronger benchmark profile. Nemotron 3.5 Lightning 30B A3B NVFP4 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.5-122B-A10B leads overall 40.06 to 19.1.
- The clearest category separation is in coding, where the averages are 11.4 for Nemotron 3.5 Lightning 30B A3B NVFP4 and 35.7 for Qwen3.5-122B-A10B.
- The biggest single benchmark swing is BrowseComp in Agentic, with scores of 36.8% and 63.8%.
- Nemotron 3.5 Lightning 30B A3B NVFP4 also has the larger context window at 1M.

## Model Snapshot

| Property | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | NVIDIA | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 262K |
| Overall Score | 19.1 | 40.06 |
| Benchmarks Covered | 13 | 15 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 7.3 (Estimated · #104/105)
- Qwen3.5-122B-A10B public-lane score: 23.1 (Estimated · #84/105)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 23.5% | Coming soon | Coming soon |
| PinchBench | 83.4% | Coming soon | Coming soon |
| BrowseComp | 36.8% | 63.8% | Qwen3.5-122B-A10B |
| τ³-bench results | 9.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Directional only
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 11.4 (Estimated · #135/135)
- Qwen3.5-122B-A10B public-lane score: 35.7 (Supported · #73/135)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 52.8% | 72% | Qwen3.5-122B-A10B |
| 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: Not comparable
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 55.9 (Unranked · 1 rankable row)
- Qwen3.5-122B-A10B public-lane score: 49.8 (Unranked · 3 rankable rows)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 60.2% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 57 (#34/50)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 83.9% | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MathVision | Coming soon | 86.2% | Coming soon |
| CharXiv | Coming soon | 77.2% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Knowledge

- Winner: Directional only
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 20.7 (Estimated · #154/158)
- Qwen3.5-122B-A10B public-lane score: 41.5 (Supported · #86/158)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 75.6% | 86.6% | Qwen3.5-122B-A10B |
| GPQA-D | 75.6% | Coming soon | Coming soon |
| HLE w/o tools | 10.5% | Coming soon | Coming soon |
| MMLU-Pro | 81.6% | 86.7% | Qwen3.5-122B-A10B |
| SuperGPQA | Coming soon | 67.1% | Coming soon |

### Multilingual

- Winner: Not comparable
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 36.8 (#10/12)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Instruction Following

- Winner: Directional only
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 68.5 (#67/124)
- Qwen3.5-122B-A10B public-lane score: 91.6 (#11/124)

| Benchmark | Nemotron 3.5 Lightning 30B A3B NVFP4 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 72.9% | Coming soon | Coming soon |
| IFEval | Coming soon | 93.4% | Coming soon |

## FAQ

### Which is better overall, Nemotron 3.5 Lightning 30B A3B NVFP4 or Qwen3.5-122B-A10B?

Qwen3.5-122B-A10B is ahead overall on BenchLM right now.

### Where is the biggest gap between Nemotron 3.5 Lightning 30B A3B NVFP4 and Qwen3.5-122B-A10B?

The widest category gap is in coding, where the averages are 11.4 for Nemotron 3.5 Lightning 30B A3B NVFP4 and 35.7 for Qwen3.5-122B-A10B.

### How many benchmarks does Nemotron 3.5 Lightning 30B A3B NVFP4 cover on BenchLM?

Nemotron 3.5 Lightning 30B A3B NVFP4 currently has 13 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.5-122B-A10B cover on BenchLM?

Qwen3.5-122B-A10B currently has 15 sourced benchmark scores on BenchLM.

## Related Comparisons

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- [Qwen3.5-122B-A10B vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-5-122b-a10b)
- [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)
- [Qwen3.5-122B-A10B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-5-122b-a10b)

## Explore More

- [Nemotron 3.5 Lightning 30B A3B NVFP4 profile](/models/nemotron-3-5-lightning-30b-a3b-nvfp4)
- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)