Model comparison

Nova 2 Lite vs Phi 3 Small 8k Instruct

Nova 2 Lite is the stronger model overall, scoring 39.7 to 29.3 on the Noometry Index.

Last verified . 17 shared benchmarks.

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Phi 3 Small 8k Instruct Microsoft

29.3

Rank #314 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Nova 2 Lite scores higher in 8 categories and Phi 3 Small 8k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Nova 2 Lite leads 53.9 to 31.1.
  • Phi 3 Small 8k Instruct has downloadable open weights; the other is API-only.

Side by side

Nova 2 Lite and Phi 3 Small 8k Instruct specifications
Nova 2 LitePhi 3 Small 8k Instruct
ProviderAmazonMicrosoft
Noometry Index39.729.3
Released2025-12-012024-04-23
WeightsProprietaryOpen
Context window1M—
Max output64K—
Input $ / M tokens$0.30—
Output $ / M tokens$2.50—
Results tracked1932

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Category by category

Coding Nova 2 Lite leads

Nova 2 Lite: 40.7 (#134), Phi 3 Small 8k Instruct: 27.9 (#318)

Coding benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Coding13851101
LiveBench Coding—20.3%

Agentic & Tool Use Not comparable

Nova 2 Lite: 24.1 (#121), Phi 3 Small 8k Instruct: —

Agentic & Tool Use benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
Berkeley Function Calling Leaderboard27.1%—

Reasoning Nova 2 Lite leads

Nova 2 Lite: 27.5 (#118), Phi 3 Small 8k Instruct: 14.8 (#323)

Reasoning benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Hard Prompts13641100
LiveBench Reasoning—15.9%
LiveBench Data Analysis—30.3%
Adversarial NLI—58.1%
BIG-Bench Hard—79.1%
HellaSwag—77%
LiveBench—24%
WinoGrande—81.5%

Math Nova 2 Lite leads

Nova 2 Lite: 37.5 (#156), Phi 3 Small 8k Instruct: 27.6 (#248)

Math benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Math13591151
LiveBench Math—17.6%

Knowledge Nova 2 Lite leads

Nova 2 Lite: 43.0 (#94), Phi 3 Small 8k Instruct: 29.1 (#240)

Knowledge benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Expert13581067
Vectara Hallucination Rate5.1%—
ARC (AI2) Challenge—90.7%
MMLU—75.7%
OpenBookQA—88%
TriviaQA—58.1%

Multilingual Nova 2 Lite leads

Nova 2 Lite: 47.1 (#153), Phi 3 Small 8k Instruct: 28.5 (#272)

Multilingual benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Non-English13371058
LMArena Chinese13641061
LMArena French13811135
LMArena German13431080
LMArena Japanese1271966
LMArena Korean1284894
LMArena Russian13431111
LMArena Spanish13731111

Instruction Following Nova 2 Lite leads

Nova 2 Lite: 70.5 (#161), Phi 3 Small 8k Instruct: 51.9 (#292)

Instruction Following benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Instruction Following13351087
LiveBench Instruction Following—47.2%

Long Context Nova 2 Lite leads

Nova 2 Lite: 40.6 (#150), Phi 3 Small 8k Instruct: 33.0 (#267)

Long Context benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Longer Query13351088

Writing & Preference Nova 2 Lite leads

Nova 2 Lite: 53.9 (#154), Phi 3 Small 8k Instruct: 31.1 (#284)

Writing & Preference benchmarks
BenchmarkNova 2 LitePhi 3 Small 8k Instruct
LMArena Text13621110
LMArena Creative Writing12911083
LMArena Multi-Turn13381068
LiveBench Language—12.9%

Frequently asked questions

Is Nova 2 Lite better than Phi 3 Small 8k Instruct?

Nova 2 Lite is the stronger model overall, scoring 39.7 to 29.3 on the Noometry Index.

Is Nova 2 Lite or Phi 3 Small 8k Instruct better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.7 versus 27.9 in the Noometry coding category.

How many benchmarks do Nova 2 Lite and Phi 3 Small 8k Instruct share?

17 benchmarks have published results for both models. Nova 2 Lite has 19 scored results on Noometry and Phi 3 Small 8k Instruct has 32.

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