Model comparison

Amazon Nova Lite vs StarCoder 2 3B

Amazon Nova Lite has enough public results to be ranked (#262); StarCoder 2 3B does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

Amazon Nova Lite Amazon

31.4

Rank #262 Confirmed

StarCoder 2 3B NVIDIA

35.8

Unranked Sparse

Summary

  • They share 1 benchmark with published results for both. Amazon Nova Lite scores higher in 0 categories and StarCoder 2 3B in 1 category, but none of those gaps is larger than the uncertainty.
  • StarCoder 2 3B has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Lite and StarCoder 2 3B specifications
Amazon Nova LiteStarCoder 2 3B
ProviderAmazonNVIDIA
Noometry Index31.435.8
Released2024-12-032024-02-22
WeightsProprietaryOpen
Context window300K—
Max output10K—
Input $ / M tokens$0.06—
Output $ / M tokens$0.24—
Results tracked347

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Category by category

Coding Too close to call

Amazon Nova Lite: 32.0 (#266), StarCoder 2 3B: 32.9

Coding benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LiveBench Coding27.5%—
LMArena Coding1239—
BigCodeBench Complete—21.4%
ALE-Bench236.25—
HumanEval+—27.4%

Reasoning Not comparable

Amazon Nova Lite: 18.5 (#257), StarCoder 2 3B: —

Reasoning benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LiveBench Reasoning36.7%—
LMArena Hard Prompts1220—
LiveBench Data Analysis37.2%—
Epoch Capabilities Index—88.01
LiveBench36.4%—
WinoGrande—57.1%

Math Not comparable

Amazon Nova Lite: 25.8 (#243), StarCoder 2 3B: —

Math benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
Omni-MATH23.3%—
LiveBench Math36.7%—
LMArena Math1227—
GSM8K—21.6%

Knowledge Not comparable

Amazon Nova Lite: 26.0 (#254), StarCoder 2 3B: —

Knowledge benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
MMLU77%36.6%
Humanity's Last Exam3.6%—
MMLU-Pro60%—
Vectara Hallucination Rate6.1%—
GPQA (HELM)39.7%—
LMArena Expert1201—
ARC (AI2) Challenge—34.2%

Multimodal Not comparable

Amazon Nova Lite: 25.0 (#118), StarCoder 2 3B: —

Multimodal benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LMArena Vision990—

Multilingual Not comparable

Amazon Nova Lite: 38.2 (#227), StarCoder 2 3B: —

Multilingual benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LMArena Non-English1208—
LMArena Chinese1225—
LMArena French1237—
LMArena German1229—
LMArena Japanese1153—
LMArena Korean1153—
LMArena Russian1216—
LMArena Spanish1225—

Instruction Following Not comparable

Amazon Nova Lite: 59.6 (#250), StarCoder 2 3B: —

Instruction Following benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LiveBench Instruction Following54.1%—
IFEval77.6%—
LMArena Instruction Following1205—

Long Context Not comparable

Amazon Nova Lite: 37.4 (#212), StarCoder 2 3B: —

Long Context benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LMArena Longer Query1234—

Writing & Preference Not comparable

Amazon Nova Lite: 42.3 (#232), StarCoder 2 3B: —

Writing & Preference benchmarks
BenchmarkAmazon Nova LiteStarCoder 2 3B
LMArena Text1229—
LMArena Creative Writing1197—
WildBench75%—
LMArena Multi-Turn1199—
LiveBench Language25.9%—

Frequently asked questions

Is Amazon Nova Lite better than StarCoder 2 3B?

Amazon Nova Lite has enough public results to be ranked (#262); StarCoder 2 3B does not yet, so treat this comparison as directional.

Is Amazon Nova Lite or StarCoder 2 3B better for coding?

They score almost the same on coding (32.0 vs 32.9); test both on your own repository before choosing.

How many benchmarks do Amazon Nova Lite and StarCoder 2 3B share?

1 benchmark has published results for both models. Amazon Nova Lite has 34 scored results on Noometry and StarCoder 2 3B has 7.

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