Model comparison

Phi-4 vs Qwen1.5-110B

Qwen1.5-110B is the stronger model overall, scoring 34.2 to 31.2 on the Noometry Index.

Last verified . 19 shared benchmarks.

Phi-4 Microsoft

31.2

Rank #279 Confirmed

Qwen1.5-110B Alibaba (Qwen)

34.2

Rank #234 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Phi-4 scores higher in 6 categories and Qwen1.5-110B in 2 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where Qwen1.5-110B leads 33.7 to 20.8.
  • The biggest single-benchmark swing is BigCodeBench Complete: 55.4% for Phi-4 and 44.4% for Qwen1.5-110B.

Side by side

Phi-4 and Qwen1.5-110B specifications
Phi-4Qwen1.5-110B
ProviderMicrosoftAlibaba (Qwen)
Noometry Index31.234.2
Released2024-12-112024-04-25
WeightsOpenOpen
Context window128K—
Max output4K—
Input $ / M tokens$0.07—
Output $ / M tokens$0.14—
Results tracked3720

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Category by category

Coding Phi-4 leads

Phi-4: 34.4 (#239), Qwen1.5-110B: 33.0 (#264)

Coding benchmarks
BenchmarkPhi-4Qwen1.5-110B
BigCodeBench Instruct45.5%35%
LMArena Coding12311184
BigCodeBench Complete55.4%44.4%
LiveBench Coding30.7%—

Agentic & Tool Use Not comparable

Phi-4: 22.8 (#128), Qwen1.5-110B: —

Agentic & Tool Use benchmarks
BenchmarkPhi-4Qwen1.5-110B
Berkeley Function Calling Leaderboard28.8%—
BALROG11.6%—

Reasoning Qwen1.5-110B leads

Phi-4: 17.7 (#291), Qwen1.5-110B: 22.7 (#189)

Reasoning benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Hard Prompts12201168
Chess Puzzles1%—
LiveBench Reasoning47.8%—
LiveBench Data Analysis45.2%—
Epoch Capabilities Index130.42—
ForecastBench—57.7
LiveBench41.6%—

Math Qwen1.5-110B leads

Phi-4: 20.8 (#285), Qwen1.5-110B: 33.7 (#201)

Math benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Math12461185
OTIS Mock AIME 2024-202513.8%—
LiveBench Math42%—
MATH Level 564.9%—

Knowledge Phi-4 leads

Phi-4: 32.6 (#209), Qwen1.5-110B: 31.2 (#219)

Knowledge benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Expert12031144
GPQA Diamond56.1%—
Confabulations29.4%—
Vectara Hallucination Rate3.7%—
MMLU84.8%—

Multilingual Phi-4 leads

Phi-4: 37.2 (#237), Qwen1.5-110B: 33.6 (#250)

Multilingual benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Non-English11971142
LMArena Chinese12121206
LMArena French12241151
LMArena German12221123
LMArena Japanese11581074
LMArena Korean11511044
LMArena Russian12091118
LMArena Spanish12341142

Instruction Following Too close to call

Phi-4: 60.4 (#251), Qwen1.5-110B: 60.3 (#252)

Instruction Following benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Instruction Following12011158
LiveBench Instruction Following58.4%—

Long Context Phi-4 leads

Phi-4: 36.9 (#226), Qwen1.5-110B: 35.1 (#242)

Long Context benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Longer Query12171157

Writing & Preference Phi-4 leads

Phi-4: 40.5 (#244), Qwen1.5-110B: 38.0 (#255)

Writing & Preference benchmarks
BenchmarkPhi-4Qwen1.5-110B
LMArena Text12171175
LMArena Creative Writing11821148
LMArena Multi-Turn12061160
Short-Story Creative Writing62.6%—
LiveBench Language25.6%—

Frequently asked questions

Is Phi-4 better than Qwen1.5-110B?

Qwen1.5-110B is the stronger model overall, scoring 34.2 to 31.2 on the Noometry Index.

Is Phi-4 or Qwen1.5-110B better for coding?

Phi-4 scores higher on coding benchmarks: 34.4 versus 33.0 in the Noometry coding category.

How many benchmarks do Phi-4 and Qwen1.5-110B share?

19 benchmarks have published results for both models. Phi-4 has 37 scored results on Noometry and Qwen1.5-110B has 20.

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