Model comparison
Phi-4 vs Qwen3.5 Max Preview
Qwen3.5 Max Preview is the stronger model overall, scoring 45.3 to 31.2 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Phi-4 scores higher in 0 categories and Qwen3.5 Max Preview in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Qwen3.5 Max Preview leads 66.0 to 40.5.
- Phi-4 has downloadable open weights; the other is API-only.
Side by side
| Phi-4 | Qwen3.5 Max Preview | |
|---|---|---|
| Provider | Microsoft | Alibaba (Qwen) |
| Noometry Index | 31.2 | 45.3 |
| Released | 2024-12-11 | — |
| Weights | Open | Proprietary |
| Context window | 128K | — |
| Max output | 4K | — |
| Input $ / M tokens | $0.07 | — |
| Output $ / M tokens | $0.14 | — |
| Results tracked | 37 | 17 |
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Category by category
Coding Qwen3.5 Max Preview leads
Phi-4: 34.4 (#239), Qwen3.5 Max Preview: 44.0 (#77)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Coding | 1231 | 1487 |
| BigCodeBench Instruct | 45.5% | — |
| LiveBench Coding | 30.7% | — |
| BigCodeBench Complete | 55.4% | — |
Agentic & Tool Use Not comparable
Phi-4: 22.8 (#128), Qwen3.5 Max Preview: —
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| Berkeley Function Calling Leaderboard | 28.8% | — |
| BALROG | 11.6% | — |
Reasoning Qwen3.5 Max Preview leads
Phi-4: 17.7 (#291), Qwen3.5 Max Preview: 30.8 (#84)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Hard Prompts | 1220 | 1483 |
| Chess Puzzles | 1% | — |
| LiveBench Reasoning | 47.8% | — |
| LiveBench Data Analysis | 45.2% | — |
| Epoch Capabilities Index | 130.42 | — |
| LiveBench | 41.6% | — |
Math Qwen3.5 Max Preview leads
Phi-4: 20.8 (#285), Qwen3.5 Max Preview: 40.1 (#94)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Math | 1246 | 1474 |
| OTIS Mock AIME 2024-2025 | 13.8% | — |
| LiveBench Math | 42% | — |
| MATH Level 5 | 64.9% | — |
Knowledge Qwen3.5 Max Preview leads
Phi-4: 32.6 (#209), Qwen3.5 Max Preview: 41.8 (#107)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Expert | 1203 | 1489 |
| GPQA Diamond | 56.1% | — |
| Confabulations | 29.4% | — |
| Vectara Hallucination Rate | 3.7% | — |
| MMLU | 84.8% | — |
Multilingual Qwen3.5 Max Preview leads
Phi-4: 37.2 (#237), Qwen3.5 Max Preview: 56.2 (#22)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Non-English | 1197 | 1465 |
| LMArena Chinese | 1212 | 1534 |
| LMArena French | 1224 | 1484 |
| LMArena German | 1222 | 1487 |
| LMArena Japanese | 1158 | 1495 |
| LMArena Korean | 1151 | 1438 |
| LMArena Russian | 1209 | 1471 |
| LMArena Spanish | 1234 | 1470 |
Instruction Following Qwen3.5 Max Preview leads
Phi-4: 60.4 (#251), Qwen3.5 Max Preview: 77.0 (#31)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Instruction Following | 1201 | 1467 |
| LiveBench Instruction Following | 58.4% | — |
Long Context Qwen3.5 Max Preview leads
Phi-4: 36.9 (#226), Qwen3.5 Max Preview: 45.2 (#45)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Longer Query | 1217 | 1476 |
Writing & Preference Qwen3.5 Max Preview leads
Phi-4: 40.5 (#244), Qwen3.5 Max Preview: 66.0 (#41)
| Benchmark | Phi-4 | Qwen3.5 Max Preview |
|---|---|---|
| LMArena Text | 1217 | 1470 |
| LMArena Creative Writing | 1182 | 1464 |
| LMArena Multi-Turn | 1206 | 1478 |
| Short-Story Creative Writing | 62.6% | — |
| LiveBench Language | 25.6% | — |
Frequently asked questions
Is Phi-4 better than Qwen3.5 Max Preview?
Qwen3.5 Max Preview is the stronger model overall, scoring 45.3 to 31.2 on the Noometry Index.
Is Phi-4 or Qwen3.5 Max Preview better for coding?
Qwen3.5 Max Preview scores higher on coding benchmarks: 44.0 versus 34.4 in the Noometry coding category.
How many benchmarks do Phi-4 and Qwen3.5 Max Preview share?
17 benchmarks have published results for both models. Phi-4 has 37 scored results on Noometry and Qwen3.5 Max Preview has 17.