Model comparison

Nova 2 Lite vs Phi-4 Mini

Nova 2 Lite is the stronger model overall, scoring 39.0 to 30.4 on the Noometry Index. Phi-4 Mini costs 6.5× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.

Last verified . 1 shared benchmarks.

Nova 2 Lite Amazon

39.0

Rank #161 Confirmed

Phi-4 Mini Microsoft

30.4

Rank #280 Reported

Summary

  • They share 1 benchmark with published results for both. Nova 2 Lite scores higher in 3 categories and Phi-4 Mini in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Nova 2 Lite leads 42.5 to 24.8.
  • The biggest single-benchmark swing is Vectara Hallucination Rate: 5.1% for Nova 2 Lite and 23.5% for Phi-4 Mini.
  • Phi-4 Mini is cheaper at $0.075 / $0.30 per million input/output tokens, against $0.30 / $2.50 for Nova 2 Lite.
  • Nova 2 Lite accepts more context: 1M tokens versus 128K.
  • Phi-4 Mini has downloadable open weights; the other is API-only.

Side by side

Nova 2 Lite and Phi-4 Mini specifications
Nova 2 LitePhi-4 Mini
ProviderAmazonMicrosoft
Noometry Index39.030.4
Released2025-12-012024-12-11
WeightsProprietaryOpen
Context window1M128K
Max output64K4K
Input $ / M tokens$0.30$0.075
Output $ / M tokens$2.50$0.30
Results tracked193

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Category by category

Coding Nova 2 Lite leads

Nova 2 Lite: 40.1 (#131), Phi-4 Mini: 27.6 (#312)

Coding benchmarks
BenchmarkNova 2 LitePhi-4 Mini
SciCode—10.8%
LMArena Coding1386—

Agentic & Tool Use Not comparable

Nova 2 Lite: 23.9 (#114), Phi-4 Mini: —

Agentic & Tool Use benchmarks
BenchmarkNova 2 LitePhi-4 Mini
Berkeley Function Calling Leaderboard27.1%—

Reasoning Nova 2 Lite leads

Nova 2 Lite: 26.4 (#120), Phi-4 Mini: 21.7 (#190)

Reasoning benchmarks
BenchmarkNova 2 LitePhi-4 Mini
CritPt—0%
LMArena Hard Prompts1364—

Math Not comparable

Nova 2 Lite: 34.8 (#154), Phi-4 Mini: —

Math benchmarks
BenchmarkNova 2 LitePhi-4 Mini
LMArena Math1359—

Knowledge Nova 2 Lite leads

Nova 2 Lite: 42.5 (#88), Phi-4 Mini: 24.8 (#261)

Knowledge benchmarks
BenchmarkNova 2 LitePhi-4 Mini
Vectara Hallucination Rate5.1%23.5%
LMArena Expert1360—

Multilingual Not comparable

Nova 2 Lite: 47.3 (#148), Phi-4 Mini: —

Multilingual benchmarks
BenchmarkNova 2 LitePhi-4 Mini
LMArena Non-English1337—
LMArena Chinese1364—
LMArena French1381—
LMArena German1343—
LMArena Japanese1273—
LMArena Korean1284—
LMArena Russian1343—
LMArena Spanish1372—

Instruction Following Not comparable

Nova 2 Lite: 70.7 (#156), Phi-4 Mini: —

Instruction Following benchmarks
BenchmarkNova 2 LitePhi-4 Mini
LMArena Instruction Following1335—

Long Context Not comparable

Nova 2 Lite: 40.6 (#145), Phi-4 Mini: —

Long Context benchmarks
BenchmarkNova 2 LitePhi-4 Mini
LMArena Longer Query1335—

Writing & Preference Not comparable

Nova 2 Lite: 54.1 (#150), Phi-4 Mini: —

Writing & Preference benchmarks
BenchmarkNova 2 LitePhi-4 Mini
LMArena Text1362—
LMArena Creative Writing1291—
LMArena Multi-Turn1338—

Frequently asked questions

Is Nova 2 Lite better than Phi-4 Mini?

Nova 2 Lite is the stronger model overall, scoring 39.0 to 30.4 on the Noometry Index. Phi-4 Mini costs 6.5× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.

Which is cheaper, Nova 2 Lite or Phi-4 Mini?

Phi-4 Mini is cheaper. It lists at $0.075 per million input tokens and $0.30 per million output tokens; Nova 2 Lite lists at $0.30 and $2.50.

Is Nova 2 Lite or Phi-4 Mini better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.1 versus 27.6 in the Noometry coding category.

Which has the bigger context window?

Nova 2 Lite does, with 1M tokens against 128K.

How many benchmarks do Nova 2 Lite and Phi-4 Mini share?

1 benchmark has published results for both models. Nova 2 Lite has 19 scored results on Noometry and Phi-4 Mini has 3.

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