Model comparison

StarCoder 2 7B vs Yi-Lightning

Yi-Lightning has enough public results to be ranked (#209); StarCoder 2 7B does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

StarCoder 2 7B NVIDIA

37.0

Unranked Sparse

Yi-Lightning 01.AI

37.1

Rank #209 Confirmed

Summary

  • The widest gap is in coding, where StarCoder 2 7B leads 34.8 to 27.4.
  • StarCoder 2 7B has downloadable open weights; the other is API-only.

Side by side

StarCoder 2 7B and Yi-Lightning specifications
StarCoder 2 7BYi-Lightning
ProviderNVIDIA01.AI
Noometry Index37.037.1
Released2024-02-202024-12-02
WeightsOpenProprietary
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked718

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Category by category

Coding StarCoder 2 7B leads

StarCoder 2 7B: 34.8, Yi-Lightning: 27.4 (#320)

Coding benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
Aider Polyglot—12.9%
LMArena Coding—1312
BigCodeBench Complete27.7%—
HumanEval+29.9%—

Reasoning Not comparable

StarCoder 2 7B: —, Yi-Lightning: 25.9 (#139)

Reasoning benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Hard Prompts—1302
Epoch Capabilities Index93.56—
WinoGrande57.1%—

Math Not comparable

StarCoder 2 7B: —, Yi-Lightning: 36.2 (#172)

Math benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Math—1300
GSM8K32.7%—

Knowledge Not comparable

StarCoder 2 7B: —, Yi-Lightning: 35.4 (#185)

Knowledge benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Expert—1286
ARC (AI2) Challenge38.7%—
MMLU38.8%—

Multilingual Not comparable

StarCoder 2 7B: —, Yi-Lightning: 42.2 (#196)

Multilingual benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Non-English—1269
LMArena Chinese—1320
LMArena French—1305
LMArena German—1267
LMArena Japanese—1228
LMArena Korean—1192
LMArena Russian—1255
LMArena Spanish—1315

Instruction Following Not comparable

StarCoder 2 7B: —, Yi-Lightning: 67.4 (#196)

Instruction Following benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Instruction Following—1278

Long Context Not comparable

StarCoder 2 7B: —, Yi-Lightning: 39.4 (#181)

Long Context benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Longer Query—1297

Writing & Preference Not comparable

StarCoder 2 7B: —, Yi-Lightning: 50.2 (#184)

Writing & Preference benchmarks
BenchmarkStarCoder 2 7BYi-Lightning
LMArena Text—1302
LMArena Creative Writing—1280
LMArena Multi-Turn—1311

Frequently asked questions

Is StarCoder 2 7B better than Yi-Lightning?

Yi-Lightning has enough public results to be ranked (#209); StarCoder 2 7B does not yet, so treat this comparison as directional.

Is StarCoder 2 7B or Yi-Lightning better for coding?

StarCoder 2 7B scores higher on coding benchmarks: 34.8 versus 27.4 in the Noometry coding category.

How many benchmarks do StarCoder 2 7B and Yi-Lightning share?

0 benchmarks have published results for both models. StarCoder 2 7B has 7 scored results on Noometry and Yi-Lightning has 18.

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