Model comparison

Gemma 2 27B vs Phi-3.5-mini

Gemma 2 27B has enough public results to be ranked (#302); Phi-3.5-mini does not yet, so treat this comparison as directional.

Last verified . 2 shared benchmarks.

Gemma 2 27B Google

29.2

Rank #302 Confirmed

Phi-3.5-mini Microsoft

36.4

Unranked Sparse

Summary

  • They share 2 benchmarks with published results for both. Gemma 2 27B scores higher in 0 categories and Phi-3.5-mini in 1 category, but none of those gaps is larger than the uncertainty.
  • The biggest single-benchmark swing is BigCodeBench Complete: 52.5% for Gemma 2 27B and 38.5% for Phi-3.5-mini.

Side by side

Gemma 2 27B and Phi-3.5-mini specifications
Gemma 2 27BPhi-3.5-mini
ProviderGoogleMicrosoft
Noometry Index29.236.4
Released2024-06-242024-08-16
WeightsOpenOpen
Context window8K—
Max output2K—
Input $ / M tokens$0.65—
Output $ / M tokens$0.65—
Results tracked345

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Category by category

Coding Too close to call

Gemma 2 27B: 33.5 (#243), Phi-3.5-mini: 34.0 (#231)

Coding benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
BigCodeBench Instruct42.8%32.8%
BigCodeBench Complete52.5%38.5%
LiveBench Coding36%—
LMArena Coding1211—

Reasoning Not comparable

Gemma 2 27B: 14.8 (#313), Phi-3.5-mini: —

Reasoning benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
LiveBench Reasoning28.1%—
LMArena Hard Prompts1199—
DTBench48%—
LiveBench Data Analysis47.9%—
LMCA7.1%—
Epoch Capabilities Index122.06—
LiveBench38.2%—
PIQA—81%

Math Not comparable

Gemma 2 27B: 10.0 (#306), Phi-3.5-mini: —

Math benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
OTIS Mock AIME 2024-20251.4%—
LiveBench Math26.5%—
LMArena Math1212—
MATH Level 527.9%—
GSM8K—86.2%

Knowledge Not comparable

Gemma 2 27B: 18.9 (#275), Phi-3.5-mini: —

Knowledge benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
GPQA Diamond36.5%—
Confabulations27.1%—
LMArena Expert1172—
BoolQ—78%
MMLU75.7%—

Multilingual Not comparable

Gemma 2 27B: 38.8 (#221), Phi-3.5-mini: —

Multilingual benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
LMArena Non-English1217—
LMArena Chinese1221—
LMArena French1246—
LMArena German1209—
LMArena Japanese1175—
LMArena Korean1174—
LMArena Russian1234—
LMArena Spanish1228—

Instruction Following Not comparable

Gemma 2 27B: 60.7 (#244), Phi-3.5-mini: —

Instruction Following benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
LiveBench Instruction Following58.1%—
LMArena Instruction Following1206—

Long Context Not comparable

Gemma 2 27B: 37.3 (#213), Phi-3.5-mini: —

Long Context benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
LMArena Longer Query1231—

Writing & Preference Not comparable

Gemma 2 27B: 44.4 (#220), Phi-3.5-mini: —

Writing & Preference benchmarks
BenchmarkGemma 2 27BPhi-3.5-mini
LMArena Text1231—
LMArena Creative Writing1241—
LMArena Multi-Turn1224—
LiveBench Language32.6%—

Frequently asked questions

Is Gemma 2 27B better than Phi-3.5-mini?

Gemma 2 27B has enough public results to be ranked (#302); Phi-3.5-mini does not yet, so treat this comparison as directional.

Is Gemma 2 27B or Phi-3.5-mini better for coding?

They score almost the same on coding (33.5 vs 34.0); test both on your own repository before choosing.

How many benchmarks do Gemma 2 27B and Phi-3.5-mini share?

2 benchmarks have published results for both models. Gemma 2 27B has 34 scored results on Noometry and Phi-3.5-mini has 5.

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