Model comparison

Laguna M.1 vs StarCoder 2 3B

Laguna M.1 has enough public results to be ranked (#256); StarCoder 2 3B does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

Laguna M.1 Poolside

32.5

Rank #256 Reported

StarCoder 2 3B NVIDIA

36.3

Unranked Sparse

Summary

  • The widest gap is in coding, where Laguna M.1 leads 36.6 to 33.5.

Side by side

Laguna M.1 and StarCoder 2 3B specifications
Laguna M.1StarCoder 2 3B
ProviderPoolsideNVIDIA
Noometry Index32.536.3
Released2026-04-282024-02-22
WeightsOpenOpen
Context window262K—
Max output33K—
Input $ / M tokens——
Output $ / M tokens——
Results tracked37

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Laguna M.1 leads

Laguna M.1: 36.6 (#204), StarCoder 2 3B: 33.5

Coding benchmarks
BenchmarkLaguna M.1StarCoder 2 3B
LMArena WebDev1349—
BigCodeBench Complete—21.4%
HumanEval+—27.4%

Reasoning Not comparable

Laguna M.1: 23.1 (#184), StarCoder 2 3B: —

Reasoning benchmarks
BenchmarkLaguna M.1StarCoder 2 3B
Surface Evolver Bench15.6%—
Epoch Capabilities Index—88.76
WinoGrande—57.1%

Math Not comparable

Laguna M.1: 21.1 (#283), StarCoder 2 3B: —

Math benchmarks
BenchmarkLaguna M.1StarCoder 2 3B
ProofBench0%—
GSM8K—21.6%

Knowledge Not comparable

Laguna M.1: —, StarCoder 2 3B: —

Knowledge benchmarks
BenchmarkLaguna M.1StarCoder 2 3B
ARC (AI2) Challenge—34.2%
MMLU—36.6%

Frequently asked questions

Is Laguna M.1 better than StarCoder 2 3B?

Laguna M.1 has enough public results to be ranked (#256); StarCoder 2 3B does not yet, so treat this comparison as directional.

Is Laguna M.1 or StarCoder 2 3B better for coding?

Laguna M.1 scores higher on coding benchmarks: 36.6 versus 33.5 in the Noometry coding category.

How many benchmarks do Laguna M.1 and StarCoder 2 3B share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and StarCoder 2 3B has 7.

Related comparisons

Go deeper