Model comparison

Gemma 2 27B vs Mistral 7B

Gemma 2 27B is the stronger model overall, scoring 29.4 to 23.0 on the Noometry Index. Mistral 7B costs 2.6× less per token, which makes it the better buy when Gemma 2 27B's lead doesn't matter for your workload.

Last verified . 24 shared benchmarks.

Gemma 2 27B Google

29.4

Rank #312 Confirmed

Mistral 7B Mistral AI

23.0

Rank #351 Confirmed

Summary

  • They share 24 benchmarks with published results for both. Gemma 2 27B scores higher in 8 categories and Mistral 7B in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Gemma 2 27B leads 44.2 to 30.7.
  • The biggest single-benchmark swing is BigCodeBench Complete: 52.5% for Gemma 2 27B and 27.3% for Mistral 7B.
  • Mistral 7B is cheaper at $0.25 / $0.25 per million input/output tokens, against $0.65 / $0.65 for Gemma 2 27B.
  • Gemma 2 27B accepts more context: 8K tokens versus 8K.

Side by side

Gemma 2 27B and Mistral 7B specifications
Gemma 2 27BMistral 7B
ProviderGoogleMistral AI
Noometry Index29.423.0
Released2024-06-242023-09-27
WeightsOpenOpen
Context window8K8K
Max output2K8K
Input $ / M tokens$0.65$0.25
Output $ / M tokens$0.65$0.25
Results tracked3437

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Category by category

Coding Gemma 2 27B leads

Gemma 2 27B: 34.1 (#246), Mistral 7B: 26.4 (#326)

Coding benchmarks
BenchmarkGemma 2 27BMistral 7B
BigCodeBench Instruct42.8%19.5%
LMArena Coding12111082
BigCodeBench Complete52.5%27.3%
LiveBench Coding36%—
HumanEval+—36%
MBPP+—42.1%

Reasoning Gemma 2 27B leads

Gemma 2 27B: 15.3 (#315), Mistral 7B: 13.1 (#336)

Reasoning benchmarks
BenchmarkGemma 2 27BMistral 7B
LMArena Hard Prompts11981067
DTBench48%42.5%
Epoch Capabilities Index122.08112.21
Chess Puzzles—0%
LiveBench Reasoning28.1%—
LiveBench Data Analysis47.9%—
LMCA7.1%—
Adversarial NLI—47.1%
BIG-Bench Hard—56.1%
HellaSwag—81%
LiveBench38.2%—
PIQA—83%
WinoGrande—75.3%

Math Gemma 2 27B leads

Gemma 2 27B: 10.7 (#311), Mistral 7B: 8.1 (#325)

Math benchmarks
BenchmarkGemma 2 27BMistral 7B
OTIS Mock AIME 2024-20251.4%0.3%
LMArena Math12121085
MATH Level 527.9%3.7%
LiveBench Math26.5%—
GSM8K—54.4%

Knowledge Gemma 2 27B leads

Gemma 2 27B: 19.0 (#280), Mistral 7B: 7.4 (#311)

Knowledge benchmarks
BenchmarkGemma 2 27BMistral 7B
GPQA Diamond36.5%15.2%
LMArena Expert11721036
MMLU75.7%62.5%
Confabulations27.1%—
ARC (AI2) Challenge—78.6%
BoolQ—87.4%
OpenBookQA—79.8%
TriviaQA—75.2%

Multilingual Gemma 2 27B leads

Gemma 2 27B: 38.6 (#226), Mistral 7B: 25.8 (#283)

Multilingual benchmarks
BenchmarkGemma 2 27BMistral 7B
LMArena Non-English12171012
LMArena Chinese12211009
LMArena French12471037
LMArena German1209987
LMArena Japanese1175878
LMArena Russian12341018
LMArena Spanish12281026
LMArena Korean1174—

Instruction Following Gemma 2 27B leads

Gemma 2 27B: 60.5 (#249), Mistral 7B: 54.2 (#280)

Instruction Following benchmarks
BenchmarkGemma 2 27BMistral 7B
LMArena Instruction Following12061060
LiveBench Instruction Following58.1%—

Long Context Gemma 2 27B leads

Gemma 2 27B: 37.3 (#218), Mistral 7B: 32.2 (#271)

Long Context benchmarks
BenchmarkGemma 2 27BMistral 7B
LMArena Longer Query12311060

Writing & Preference Gemma 2 27B leads

Gemma 2 27B: 44.2 (#225), Mistral 7B: 30.7 (#286)

Writing & Preference benchmarks
BenchmarkGemma 2 27BMistral 7B
LMArena Text12311090
LMArena Creative Writing12411068
LMArena Multi-Turn12241062
LiveBench Language32.6%—

Frequently asked questions

Is Gemma 2 27B better than Mistral 7B?

Gemma 2 27B is the stronger model overall, scoring 29.4 to 23.0 on the Noometry Index. Mistral 7B costs 2.6× less per token, which makes it the better buy when Gemma 2 27B's lead doesn't matter for your workload.

Which is cheaper, Gemma 2 27B or Mistral 7B?

Mistral 7B is cheaper. It lists at $0.25 per million input tokens and $0.25 per million output tokens; Gemma 2 27B lists at $0.65 and $0.65.

Is Gemma 2 27B or Mistral 7B better for coding?

Gemma 2 27B scores higher on coding benchmarks: 34.1 versus 26.4 in the Noometry coding category.

Which has the bigger context window?

Gemma 2 27B does, with 8K tokens against 8K.

How many benchmarks do Gemma 2 27B and Mistral 7B share?

24 benchmarks have published results for both models. Gemma 2 27B has 34 scored results on Noometry and Mistral 7B has 37.

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