Model comparison

Amazon Nova Lite vs Gemma 3 4B

Amazon Nova Lite is the stronger model overall, scoring 31.9 to 28.1 on the Noometry Index. Gemma 3 4B costs 2.1× less per token, which makes it the better buy when Amazon Nova Lite's lead doesn't matter for your workload.

Last verified . 13 shared benchmarks.

Amazon Nova Lite Amazon

31.9

Rank #265 Confirmed

Gemma 3 4B Google

28.1

Rank #326 Confirmed

Summary

  • They share 13 benchmarks with published results for both. Amazon Nova Lite scores higher in 4 categories and Gemma 3 4B in 4 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Amazon Nova Lite leads 26.3 to 11.8.
  • Gemma 3 4B is cheaper at $0.04 / $0.08 per million input/output tokens, against $0.06 / $0.24 for Amazon Nova Lite.
  • Amazon Nova Lite accepts more context: 300K tokens versus 131K.
  • Gemma 3 4B has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Lite and Gemma 3 4B specifications
Amazon Nova LiteGemma 3 4B
ProviderAmazonGoogle
Noometry Index31.928.1
Released2024-12-032025-03-12
WeightsProprietaryOpen
Context window300K131K
Max output10K4K
Input $ / M tokens$0.06$0.04
Output $ / M tokens$0.24$0.08
Results tracked3422

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Category by category

Coding Gemma 3 4B leads

Amazon Nova Lite: 32.5 (#270), Gemma 3 4B: 35.9 (#215)

Coding benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Coding12391230
LiveBench Coding27.5%—
ALE-Bench236.25—

Agentic & Tool Use Not comparable

Amazon Nova Lite: —, Gemma 3 4B: 20.9 (#142)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
Berkeley Function Calling Leaderboard—19.6%

Reasoning Amazon Nova Lite leads

Amazon Nova Lite: 19.3 (#260), Gemma 3 4B: 13.2 (#335)

Reasoning benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Hard Prompts12201253
Kagi LLM Benchmark—25.2%
Chess Puzzles—0%
LiveBench Reasoning36.7%—
DTBench—50.9%
LiveBench Data Analysis37.2%—
LMCA—2.8%
Epoch Capabilities Index—116.02
LiveBench36.4%—

Math Amazon Nova Lite leads

Amazon Nova Lite: 27.8 (#247), Gemma 3 4B: 16.8 (#292)

Math benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Math12271239
OTIS Mock AIME 2024-2025—7.5%
Omni-MATH23.3%—
LiveBench Math36.7%—

Knowledge Amazon Nova Lite leads

Amazon Nova Lite: 26.3 (#259), Gemma 3 4B: 11.8 (#299)

Knowledge benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
Vectara Hallucination Rate6.1%6.4%
LMArena Expert12011223
GPQA Diamond—23.2%
Humanity's Last Exam3.6%—
MMLU-Pro60%—
GPQA (HELM)39.7%—
MMLU77%—

Multimodal Not comparable

Amazon Nova Lite: 25.5 (#123), Gemma 3 4B: —

Multimodal benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Vision990—

Multilingual Gemma 3 4B leads

Amazon Nova Lite: 38.0 (#232), Gemma 3 4B: 42.5 (#194)

Multilingual benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Non-English12081273
LMArena German12291281
LMArena Russian12161294
LMArena Chinese1225—
LMArena French1237—
LMArena Japanese1153—
LMArena Korean1153—
LMArena Spanish1226—

Instruction Following Gemma 3 4B leads

Amazon Nova Lite: 59.3 (#255), Gemma 3 4B: 65.2 (#225)

Instruction Following benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Instruction Following12051239
LiveBench Instruction Following54.1%—
IFEval77.6%—

Long Context Gemma 3 4B leads

Amazon Nova Lite: 37.4 (#217), Gemma 3 4B: 38.7 (#194)

Long Context benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Longer Query12341273

Writing & Preference Too close to call

Amazon Nova Lite: 42.1 (#237), Gemma 3 4B: 42.0 (#239)

Writing & Preference benchmarks
BenchmarkAmazon Nova LiteGemma 3 4B
LMArena Text12291291
LMArena Creative Writing11971271
LMArena Multi-Turn11991255
EQ-Bench Creative Writing—1068
WildBench75%—
LiveBench Language25.9%—

Frequently asked questions

Is Amazon Nova Lite better than Gemma 3 4B?

Amazon Nova Lite is the stronger model overall, scoring 31.9 to 28.1 on the Noometry Index. Gemma 3 4B costs 2.1× less per token, which makes it the better buy when Amazon Nova Lite's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Lite or Gemma 3 4B?

Gemma 3 4B is cheaper. It lists at $0.04 per million input tokens and $0.08 per million output tokens; Amazon Nova Lite lists at $0.06 and $0.24.

Is Amazon Nova Lite or Gemma 3 4B better for coding?

Gemma 3 4B scores higher on coding benchmarks: 35.9 versus 32.5 in the Noometry coding category.

Which has the bigger context window?

Amazon Nova Lite does, with 300K tokens against 131K.

How many benchmarks do Amazon Nova Lite and Gemma 3 4B share?

13 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and Gemma 3 4B has 22.

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