Model comparison
NVILA 8B vs Qwen3.6 Max Preview
Qwen3.6 Max Preview has enough public results to be ranked (#36); NVILA 8B does not yet, so treat this comparison as directional.
Last verified . 0 shared benchmarks.
NVIDIA
Alibaba (Qwen)Summary
- NVILA 8B has downloadable open weights; the other is API-only.
Side by side
| NVILA 8B | Qwen3.6 Max Preview | |
|---|---|---|
| Provider | NVIDIA | Alibaba (Qwen) |
| Noometry Index | 36.7 | 51.1 |
| Released | 2024-12-10 | 2026-04-20 |
| Weights | Open | Proprietary |
| Context window | — | 262K |
| Max output | — | 66K |
| Input $ / M tokens | — | $1.30 |
| Output $ / M tokens | — | $7.80 |
| Results tracked | 1 | 29 |
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Category by category
Coding Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 48.6 (#50)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| SWE-bench Verified | — | 76.7% |
| LMArena WebDev | — | 1482 |
| LMArena Coding | — | 1472 |
Agentic & Tool Use Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: —
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| Vending-Bench 2 | — | 4,254 |
Reasoning Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 40.8 (#47)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| SimpleBench | — | 63% |
| NYT Connections (extended) | — | 74.1% |
| Chess Puzzles | — | 20% |
| LMArena Hard Prompts | — | 1457 |
| Mystery Game Puzzles | — | 19% |
| DTBench | — | 87.2% |
| LMCA | — | 42.5% |
| Epoch Capabilities Index | — | 149.27 |
Math Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 52.2 (#40)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| OTIS Mock AIME 2024-2025 | — | 91.1% |
| LMArena Math | — | 1465 |
| FrontierMath (Feb 2025 set) | — | 23.1% |
| FrontierMath Tier 4 (v1) | — | 4.2% |
Knowledge Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 57.6 (#35)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| GPQA Diamond | — | 87.4% |
| SimpleQA Verified | — | 52% |
| LMArena Expert | — | 1476 |
Multimodal Not comparable
NVILA 8B: 34.3, Qwen3.6 Max Preview: —
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| Video-MME | 64.2% | — |
Multilingual Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 54.3 (#46)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| LMArena Non-English | — | 1436 |
| LMArena Chinese | — | 1487 |
| LMArena French | — | 1449 |
| LMArena Russian | — | 1444 |
| LMArena Spanish | — | 1452 |
Instruction Following Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 75.8 (#51)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| LMArena Instruction Following | — | 1437 |
Long Context Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 44.6 (#59)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| LMArena Longer Query | — | 1457 |
Writing & Preference Not comparable
NVILA 8B: —, Qwen3.6 Max Preview: 64.0 (#58)
| Benchmark | NVILA 8B | Qwen3.6 Max Preview |
|---|---|---|
| LMArena Text | — | 1447 |
| LMArena Creative Writing | — | 1435 |
| LMArena Multi-Turn | — | 1456 |
Frequently asked questions
Is NVILA 8B better than Qwen3.6 Max Preview?
Qwen3.6 Max Preview has enough public results to be ranked (#36); NVILA 8B does not yet, so treat this comparison as directional.
How many benchmarks do NVILA 8B and Qwen3.6 Max Preview share?
0 benchmarks have published results for both models. NVILA 8B has 1 scored results on Noometry and Qwen3.6 Max Preview has 29.