Model comparison

Claude 3.5 Sonnet vs Phi-4 Mini

Claude 3.5 Sonnet is the stronger model overall, scoring 34.6 to 30.9 on the Noometry Index.

Last verified . 0 shared benchmarks.

Claude 3.5 Sonnet Anthropic

34.6

Rank #231 Confirmed

Phi-4 Mini Microsoft

30.9

Rank #283 Reported

Summary

  • The widest gap is in coding, where Claude 3.5 Sonnet leads 39.0 to 28.1.
  • Phi-4 Mini has downloadable open weights; the other is API-only.

Side by side

Claude 3.5 Sonnet and Phi-4 Mini specifications
Claude 3.5 SonnetPhi-4 Mini
ProviderAnthropicMicrosoft
Noometry Index34.630.9
Released2024-06-202024-12-11
WeightsProprietaryOpen
Context window—128K
Max output—4K
Input $ / M tokens—$0.075
Output $ / M tokens—$0.30
Results tracked603

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Category by category

Coding Claude 3.5 Sonnet leads

Claude 3.5 Sonnet: 39.0 (#165), Phi-4 Mini: 28.1 (#317)

Coding benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
Aider Polyglot51.6%—
SciCode—10.8%
GSO4.6%—
WeirdML40%—
BigCodeBench Instruct46.8%—
LiveBench Coding67.1%—
LMArena Coding1342—
BigCodeBench Complete58.6%—
CadEval48%—
HumanEval+81.7%—
MBPP+74.3%—

Agentic & Tool Use Not comparable

Claude 3.5 Sonnet: 32.3 (#67), Phi-4 Mini: —

Agentic & Tool Use benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
TheAgentCompany24%—
Cybench17.5%—
BALROG32.6%—
METR Time Horizons45.2%—

Reasoning Too close to call

Claude 3.5 Sonnet: 23.1 (#183), Phi-4 Mini: 22.4 (#195)

Reasoning benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
SimpleBench41.4%—
CritPt—0%
EnigmaEval0.9%—
LiveBench Reasoning56.7%—
LMArena Hard Prompts1305—
DTBench67.8%—
LiveBench Data Analysis55%—
Epoch Capabilities Index133.55—
ForecastBench60.7—
LiveBench59%—

Math Not comparable

Claude 3.5 Sonnet: 19.2 (#288), Phi-4 Mini: —

Math benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
OTIS Mock AIME 2024-20258.5%—
Omni-MATH27.6%—
LiveBench Math52.3%—
LMArena Math1307—
MATH Level 556.9%—
FrontierMath (Feb 2025 set)2.1%—
FrontierMath Tier 4 (v1)0%—

Knowledge Claude 3.5 Sonnet leads

Claude 3.5 Sonnet: 28.6 (#245), Phi-4 Mini: 25.3 (#262)

Knowledge benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
GPQA Diamond55.3%—
Humanity's Last Exam4.1%—
MMLU-Pro77.7%—
Confabulations19.9%—
Vectara Hallucination Rate—23.5%
GPQA (HELM)56.5%—
LMArena Expert1265—
MMLU87.3%—

Multimodal Not comparable

Claude 3.5 Sonnet: 26.5 (#120), Phi-4 Mini: —

Multimodal benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
LMArena Vision1125—
Video-MME60%—
GeoBench62%—
VPCT33%—

Multilingual Not comparable

Claude 3.5 Sonnet: 43.2 (#185), Phi-4 Mini: —

Multilingual benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
LMArena Non-English1283—
LMArena Chinese1272—
LMArena French1305—
LMArena German1297—
LMArena Japanese1234—
LMArena Korean1200—
LMArena Russian1306—
LMArena Spanish1290—

Instruction Following Not comparable

Claude 3.5 Sonnet: 68.8 (#182), Phi-4 Mini: —

Instruction Following benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
LiveBench Instruction Following69.3%—
IFEval85.5%—
LMArena Instruction Following1297—

Long Context Not comparable

Claude 3.5 Sonnet: 39.9 (#167), Phi-4 Mini: —

Long Context benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
LMArena Longer Query1311—

Writing & Preference Not comparable

Claude 3.5 Sonnet: 52.9 (#164), Phi-4 Mini: —

Writing & Preference benchmarks
BenchmarkClaude 3.5 SonnetPhi-4 Mini
LMArena Text1298—
LMArena Creative Writing1292—
Short-Story Creative Writing80.3%—
EQ-Bench Creative Writing1451—
WildBench79.2%—
LMArena Multi-Turn1326—
LiveBench Language53.8%—

Frequently asked questions

Is Claude 3.5 Sonnet better than Phi-4 Mini?

Claude 3.5 Sonnet is the stronger model overall, scoring 34.6 to 30.9 on the Noometry Index.

Is Claude 3.5 Sonnet or Phi-4 Mini better for coding?

Claude 3.5 Sonnet scores higher on coding benchmarks: 39.0 versus 28.1 in the Noometry coding category.

How many benchmarks do Claude 3.5 Sonnet and Phi-4 Mini share?

0 benchmarks have published results for both models. Claude 3.5 Sonnet has 60 scored results on Noometry and Phi-4 Mini has 3.

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