# GPT-5.4 nano vs Qwen3.6 Plus

> Side-by-side benchmark comparison for GPT-5.4 nano and Qwen3.6 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-5-4-nano-vs-qwen3-6-plus
- Last updated: October 29, 2026

- Shared sourced benchmarks: 14
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Qwen3.6 Plus if you want the stronger benchmark profile. GPT-5.4 nano only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.6 Plus leads overall 53.54 to 46.15.
- The clearest category separation is in reasoning, where the averages are 40.6 for GPT-5.4 nano and 73.9 for Qwen3.6 Plus.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 46.3% and 61.6%.
- Qwen3.6 Plus is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Qwen3.6 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | GPT-5.4 nano | Qwen3.6 Plus |
|----------|----------|----------|
| Creator | OpenAI | Alibaba |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 400K | 1M |
| Overall Score | 46.15 | 53.54 |
| Benchmarks Covered | 23 | 49 |
| Pricing (input/output) | $0.20 / $1.25 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Qwen3.6 Plus
- GPT-5.4 nano public-lane score: 33.7 (Supported · #97/135)
- Qwen3.6 Plus public-lane score: 35.1 (Supported · #91/135)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 46.3% | 61.6% | Qwen3.6 Plus |
| OSWorld-Verified | 39% | Coming soon | Coming soon |
| MCP Atlas | 56.1% | 48.2% | GPT-5.4 nano |
| Toolathlon | 35.5% | 39.8% | Qwen3.6 Plus |
| τ²-bench results | 92.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 41.6% | 53.2% | Qwen3.6 Plus |
| Claw-Eval | Coming soon | 58.8% | Coming soon |
| QwenClawBench | Coming soon | 57.2% | Coming soon |
| τ³-bench results | Coming soon | 70.7% | Coming soon |
| VITA-Bench | Coming soon | 44.3% | Coming soon |
| DeepPlanning | Coming soon | 41.5% | Coming soon |
| MCP-Tasks | Coming soon | 74.1% | Coming soon |
| WideResearch | Coming soon | 74.3% | Coming soon |
| Gert Labs | Coming soon | 50.60% | Coming soon |
| ResearchClawBench | Coming soon | 18.0% | Coming soon |

### Coding

- Winner: Qwen3.6 Plus
- GPT-5.4 nano public-lane score: 30.1 (Supported · #100/156)
- Qwen3.6 Plus public-lane score: 40.1 (Supported · #68/156)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 46.3% | 61.6% | Qwen3.6 Plus |
| Vibe Code Bench | 26.10% | 25.56% | GPT-5.4 nano |
| LiveCodeBench (Vals) | 84.0% | 86.0% | Qwen3.6 Plus |
| SWE-bench (Vals) | 69.8% | 73.4% | Qwen3.6 Plus |
| SWE-bench Verified | Coming soon | 78.8% | Coming soon |
| SWE-bench Pro | Coming soon | 56.6% | Coming soon |
| SWE Multilingual | Coming soon | 73.8% | Coming soon |
| LiveCodeBench v6 | Coming soon | 87.1% | Coming soon |
| NL2Repo | Coming soon | 37.9% | Coming soon |

### Reasoning

- Winner: Not comparable
- GPT-5.4 nano public-lane score: 40.6 (Unranked · 4 rankable rows)
- Qwen3.6 Plus public-lane score: 73.9 (Unranked · 4 rankable rows)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-1 | 51.50% | Coming soon | Coming soon |
| ARC-AGI-2 | 5.7% | Coming soon | Coming soon |
| AI-Needle | Coming soon | 68.3% | Coming soon |
| LongBench v2 | Coming soon | 62% | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- GPT-5.4 nano public-lane score: 52.6 (#51/58)
- Qwen3.6 Plus public-lane score: 75.8 (#24/58)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| ExtractBench (LlamaIndex) | 74.90% | Coming soon | Coming soon |
| ParseBench | 43.35% | Coming soon | Coming soon |
| MMMU-Pro | 66.1% | 78.8% | Qwen3.6 Plus |
| MMMU-Pro w/ Python | 69.5% | Coming soon | Coming soon |
| MMMU | Coming soon | 86.0% | Coming soon |
| MathVision | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 84.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 68.2% | Coming soon |
| CharXiv | Coming soon | 81.5% | Coming soon |
| V* | Coming soon | 96.9% | Coming soon |

### Knowledge

- Winner: Qwen3.6 Plus
- GPT-5.4 nano public-lane score: 39.4 (Supported · #117/179)
- Qwen3.6 Plus public-lane score: 52.1 (Supported · #68/179)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 82.8% | 90.4% | Qwen3.6 Plus |
| HLE | 37.7% | 28.8% | GPT-5.4 nano |
| HLE w/o tools | 24.3% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 77.5% | 87.4% | Qwen3.6 Plus |
| MMLU-Pro (Vals) | 77.2% | 87.7% | Qwen3.6 Plus |
| SuperGPQA | Coming soon | 71.6% | Coming soon |
| MMLU-Pro | Coming soon | 88.5% | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| C-Eval | Coming soon | 93.3% | Coming soon |

### Multilingual

- Winner: Not comparable
- GPT-5.4 nano public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 93.8 (#4/17)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 84.7% | Coming soon |
| NOVA-63 | Coming soon | 57.9% | Coming soon |

### Instruction Following

- Winner: Directional only
- GPT-5.4 nano public-lane score: 93.3 (#12/157)
- Qwen3.6 Plus public-lane score: 85.8 (#50/157)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.3% | Coming soon |
| IFBench | Coming soon | 75.8% | Coming soon |

### Mathematics

- Winner: Not comparable
- GPT-5.4 nano public-lane score: 52.3 (Unranked · 2 rankable rows)
- Qwen3.6 Plus public-lane score: 69.5 (#6/12)

| Benchmark | GPT-5.4 nano | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 44.912% | 38.246% | GPT-5.4 nano |
| FrontierMath v2 (Tier 4) | 12.195% | Coming soon | Coming soon |
| AIME26 | Coming soon | 95.3% | Coming soon |
| HMMT Feb 2025 | Coming soon | 96.7% | Coming soon |
| HMMT Nov 2025 | Coming soon | 94.6% | Coming soon |
| HMMT Feb 2026 | Coming soon | 87.8% | Coming soon |
| MMAnswerBench | Coming soon | 83.8% | Coming soon |

## FAQ

### Which is better overall, GPT-5.4 nano or Qwen3.6 Plus?

Qwen3.6 Plus is ahead overall on BenchLM right now.

### Where is the biggest gap between GPT-5.4 nano and Qwen3.6 Plus?

The widest category gap is in reasoning, where the averages are 40.6 for GPT-5.4 nano and 73.9 for Qwen3.6 Plus.

### How many benchmarks does GPT-5.4 nano cover on BenchLM?

GPT-5.4 nano currently has 23 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.6 Plus cover on BenchLM?

Qwen3.6 Plus currently has 49 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GPT-5.4 nano vs GPT-5.4 Pro](/compare/gpt-5-4-nano-vs-gpt-5-4-pro)
- [Qwen3.6 Plus vs GPT-5.4 Pro](/compare/gpt-5-4-pro-vs-qwen3-6-plus)
- [GPT-5.4 nano vs GPT-5.4](/compare/gpt-5-4-vs-gpt-5-4-nano)
- [Qwen3.6 Plus vs GPT-5.4](/compare/gpt-5-4-vs-qwen3-6-plus)

## Explore More

- [GPT-5.4 nano profile](/models/gpt-5-4-nano)
- [Qwen3.6 Plus profile](/models/qwen3-6-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)