Model comparison

StarCoder 2 3B vs Yi-34B

Yi-34B has enough public results to be ranked (#329); StarCoder 2 3B does not yet, so treat this comparison as directional.

Last verified . 3 shared benchmarks.

StarCoder 2 3B NVIDIA

36.3

Unranked Sparse

Yi-34B 01.AI

27.8

Rank #329 Confirmed

Summary

  • They share 3 benchmarks with published results for both. StarCoder 2 3B scores higher in 1 category and Yi-34B in 0 categories; one gap is clear of the uncertainty.

Side by side

StarCoder 2 3B and Yi-34B specifications
StarCoder 2 3BYi-34B
ProviderNVIDIA01.AI
Noometry Index36.327.8
Released2024-02-222023-11-02
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked723

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Category by category

Coding StarCoder 2 3B leads

StarCoder 2 3B: 33.5, Yi-34B: 32.3 (#274)

Coding benchmarks
BenchmarkStarCoder 2 3BYi-34B
LMArena Coding—1112
BigCodeBench Complete21.4%—
HumanEval+27.4%—

Reasoning Not comparable

StarCoder 2 3B: —, Yi-34B: 21.2 (#226)

Reasoning benchmarks
BenchmarkStarCoder 2 3BYi-34B
Epoch Capabilities Index88.76117.39
LMArena Hard Prompts—1104
BIG-Bench Hard—71.7%
WinoGrande57.1%—

Math Not comparable

StarCoder 2 3B: —, Yi-34B: 21.6 (#282)

Math benchmarks
BenchmarkStarCoder 2 3BYi-34B
GSM8K21.6%76%
LMArena Math—1114
MATH Level 5—5.1%

Knowledge Not comparable

StarCoder 2 3B: —, Yi-34B: 7.5 (#309)

Knowledge benchmarks
BenchmarkStarCoder 2 3BYi-34B
MMLU36.6%76.3%
GPQA Diamond—14.7%
LMArena Expert—1061
ARC (AI2) Challenge34.2%—

Multilingual Not comparable

StarCoder 2 3B: —, Yi-34B: 29.7 (#264)

Multilingual benchmarks
BenchmarkStarCoder 2 3BYi-34B
LMArena Non-English—1079
LMArena Chinese—1176
LMArena French—1081
LMArena German—1042
LMArena Japanese—993
LMArena Korean—959
LMArena Russian—1050
LMArena Spanish—1070

Instruction Following Not comparable

StarCoder 2 3B: —, Yi-34B: 56.2 (#274)

Instruction Following benchmarks
BenchmarkStarCoder 2 3BYi-34B
LMArena Instruction Following—1091

Long Context Not comparable

StarCoder 2 3B: —, Yi-34B: 33.2 (#264)

Long Context benchmarks
BenchmarkStarCoder 2 3BYi-34B
LMArena Longer Query—1094

Writing & Preference Not comparable

StarCoder 2 3B: —, Yi-34B: 34.1 (#273)

Writing & Preference benchmarks
BenchmarkStarCoder 2 3BYi-34B
LMArena Text—1129
LMArena Creative Writing—1108
LMArena Multi-Turn—1113

Frequently asked questions

Is StarCoder 2 3B better than Yi-34B?

Yi-34B has enough public results to be ranked (#329); StarCoder 2 3B does not yet, so treat this comparison as directional.

Is StarCoder 2 3B or Yi-34B better for coding?

StarCoder 2 3B scores higher on coding benchmarks: 33.5 versus 32.3 in the Noometry coding category.

How many benchmarks do StarCoder 2 3B and Yi-34B share?

3 benchmarks have published results for both models. StarCoder 2 3B has 7 scored results on Noometry and Yi-34B has 23.

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