Qwen3 VL 235B A22B Instruct vs Qwen3.5 397B A17B
Different efforts: non-thinking · thinking
Humanity's Last Exam Humanity's Last Exam: Very hard expert questions across many fields, written to stump today’s models
Qwen3 VL 235B A22B Instruct6.6
Qwen3.5 397B A17B29
Terminal-Bench 4.0 Terminal-Bench 4.0 · source setting 2: Agents use a terminal to complete executable coding, system administration and research tasks in the 4.0 suite
Qwen3 VL 235B A22B Instruct—
Qwen3.5 397B A17B0
AutomationBench-AA AutomationBench-AA: Agents orchestrate SaaS workflows through APIs; objectives receive credit only when the task has no guardrail violation
Qwen3 VL 235B A22B Instruct—
Qwen3.5 397B A17B6.9
Arena Text · creative writing Arena Text · creative writing: Human pairwise preferences in the stated text vote pool
Qwen3 VL 235B A22B Instruct1,357
Qwen3.5 397B A17B1,406
MMMU-Pro (vision) MMMU-Pro (vision): College-level questions that require understanding images: charts, diagrams, photos
Qwen3 VL 235B A22B Instruct67.6
Qwen3.5 397B A17B77.3
| Benchmark | Qwen3 VL 235B A22B Instruct | Qwen3.5 397B A17B |
|---|---|---|
| Humanity's Last Exam | 6.6 | 29 |
| Terminal-Bench 4.0 | — | 0 |
| AutomationBench-AA | — | 6.9 |
| Arena Text · creative writing | 1,357 | 1,406 |
| MMMU-Pro (vision) | 67.6 | 77.3 |
Specs
| Spec | Qwen3 VL 235B A22B Instruct | Qwen3.5 397B A17B |
|---|---|---|
| Input, per 1M | $0.20 | $0.60 |
| Output, per 1M | $0.88 | $3.60 |
| Cost per task? | — | $0.47 |
| Speed, tok/s | 38 | 55 |
| Context | 262K | 262K |
| Weights | Open | Open |
| Released | Sep 2025 | Feb 2026 |
| Memory (4-bit) | 141 GB | 242 GB |
| Licence | Apache-2.0 | Apache-2.0 |
| Commercial use | Allowed | Allowed |
| See images | ✓ | ✓ |
| Read PDFs | — | — |
| Hear audio | — | — |
| Watch video | — | ✓ |
| Call tools | ✓ | ✓ |
| Force a tool call | Partial | Partial |
| Return strict JSON | ✓ | ✓ |
| Search the web | ? | ? |
| Run code | ? | ? |
| Use a computer | ? | ? |
What breaks when you switch
Qwen3 VL 235B A22B Instruct → Qwen3.5 397B A17B
Memory (4-bit): 141 GB → 242 GB
Qwen3.5 397B A17B → Qwen3 VL 235B A22B Instruct
Nothing known.