Model comparison

gpt-oss-120b vs Nova 2 Lite

Nova 2 Lite is the stronger model overall, scoring 39.7 to 36.3 on the Noometry Index. gpt-oss-120b costs 12× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.

Last verified . 18 shared benchmarks.

gpt-oss-120b OpenAI

36.3

Rank #217 Confirmed

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Summary

  • They share 18 benchmarks with published results for both. gpt-oss-120b scores higher in 2 categories and Nova 2 Lite in 7 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where gpt-oss-120b leads 52.5 to 37.5.
  • The biggest single-benchmark swing is Vectara Hallucination Rate: 14.2% for gpt-oss-120b and 5.1% for Nova 2 Lite.
  • gpt-oss-120b is cheaper at $0.037 / $0.17 per million input/output tokens, against $0.30 / $2.50 for Nova 2 Lite.
  • Nova 2 Lite accepts more context: 1M tokens versus 131K.
  • gpt-oss-120b has downloadable open weights; the other is API-only.

Side by side

gpt-oss-120b and Nova 2 Lite specifications
gpt-oss-120bNova 2 Lite
ProviderOpenAIAmazon
Noometry Index36.339.7
Released2025-08-052025-12-01
WeightsOpenProprietary
Context window131K1M
Max output41K64K
Input $ / M tokens$0.037$0.30
Output $ / M tokens$0.17$2.50
Results tracked4819

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Category by category

Coding Nova 2 Lite leads

gpt-oss-120b: 33.5 (#256), Nova 2 Lite: 40.7 (#134)

Coding benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Coding13801385
SWE-bench Verified (bash only)26%—
Aider Polyglot41.8%—
SciCode36%—
WeirdML48.2%—
ALE-Bench575.62—
AlgoTune1.41—

Agentic & Tool Use Nova 2 Lite leads

gpt-oss-120b: 12.2 (#153), Nova 2 Lite: 24.1 (#121)

Agentic & Tool Use benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
Terminal-Bench18.7%—
APEX-Agents4.4%—
Berkeley Function Calling Leaderboard—27.1%
METR Time Horizons56.6%—
Vending-Bench 2-21.53—

Reasoning Nova 2 Lite leads

gpt-oss-120b: 20.0 (#245), Nova 2 Lite: 27.5 (#118)

Reasoning benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Hard Prompts13641364
SimpleBench22.1%—
Kagi LLM Benchmark58.6%—
CritPt1.1%—
Chess Puzzles20%—
Mystery Game Puzzles2%—
DTBench76.3%—
LMCA22.1%—
Surface Evolver Bench25%—
Epoch Capabilities Index139.93—

Math gpt-oss-120b leads

gpt-oss-120b: 52.5 (#50), Nova 2 Lite: 37.5 (#156)

Math benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Math13891359
OTIS Mock AIME 2024-202588.9%—
Omni-MATH68.8%—

Knowledge Too close to call

gpt-oss-120b: 42.4 (#96), Nova 2 Lite: 43.0 (#94)

Knowledge benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
Vectara Hallucination Rate14.2%5.1%
LMArena Expert13561358
GPQA Diamond75.8%—
MMLU-Pro79.5%—
Confabulations15.7%—
GPQA (HELM)68.4%—

Multilingual Too close to call

gpt-oss-120b: 48.0 (#147), Nova 2 Lite: 47.1 (#153)

Multilingual benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Non-English13511337
LMArena Chinese13851364
LMArena French13691381
LMArena German13531343
LMArena Japanese13311271
LMArena Korean12821284
LMArena Russian13431343
LMArena Spanish13891373

Instruction Following Nova 2 Lite leads

gpt-oss-120b: 69.3 (#173), Nova 2 Lite: 70.5 (#161)

Instruction Following benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Instruction Following13181335
IFEval83.6%—

Long Context Nova 2 Lite leads

gpt-oss-120b: 31.4 (#278), Nova 2 Lite: 40.6 (#150)

Long Context benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Longer Query13191335
Fiction.LiveBench44.4%—

Writing & Preference Nova 2 Lite leads

gpt-oss-120b: 46.5 (#217), Nova 2 Lite: 53.9 (#154)

Writing & Preference benchmarks
Benchmarkgpt-oss-120bNova 2 Lite
LMArena Text13651362
LMArena Creative Writing12751291
LMArena Multi-Turn13401338
Short-Story Creative Writing77.1%—
EQ-Bench Creative Writing961—
WildBench84.5%—

Frequently asked questions

Is gpt-oss-120b better than Nova 2 Lite?

Nova 2 Lite is the stronger model overall, scoring 39.7 to 36.3 on the Noometry Index. gpt-oss-120b costs 12× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.

Which is cheaper, gpt-oss-120b or Nova 2 Lite?

gpt-oss-120b is cheaper. It lists at $0.037 per million input tokens and $0.17 per million output tokens; Nova 2 Lite lists at $0.30 and $2.50.

Is gpt-oss-120b or Nova 2 Lite better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.7 versus 33.5 in the Noometry coding category.

Which has the bigger context window?

Nova 2 Lite does, with 1M tokens against 131K.

How many benchmarks do gpt-oss-120b and Nova 2 Lite share?

18 benchmarks have published results for both models. gpt-oss-120b has 48 scored results on Noometry and Nova 2 Lite has 19.

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