Model comparison

GPT-5.2 Pro vs Nemotron 4 340b Instruct

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 35.3 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.2 Pro OpenAI

52.2

Rank #34 Reported

Nemotron 4 340b Instruct NVIDIA

35.3

Rank #218 Confirmed

Summary

  • The widest gap is in math, where GPT-5.2 Pro leads 64.8 to 31.7.
  • Nemotron 4 340b Instruct has downloadable open weights; the other is API-only.

Side by side

GPT-5.2 Pro and Nemotron 4 340b Instruct specifications
GPT-5.2 ProNemotron 4 340b Instruct
ProviderOpenAINVIDIA
Noometry Index52.235.3
Released2025-12-112024-06-14
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$21—
Output $ / M tokens$168—
Results tracked817

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Category by category

Coding Not comparable

GPT-5.2 Pro: —, Nemotron 4 340b Instruct: 34.6 (#223)

Coding benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
LMArena Coding—1209

Reasoning GPT-5.2 Pro leads

GPT-5.2 Pro: 51.8 (#31), Nemotron 4 340b Instruct: 22.4 (#180)

Reasoning benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
ARC-AGI-254.2%—
SimpleBench57.4%—
NYT Connections (extended)79.3%—
ARC-AGI-190.5%—
LMArena Hard Prompts—1202
Epoch Capabilities Index155.41—

Math GPT-5.2 Pro leads

GPT-5.2 Pro: 64.8 (#23), Nemotron 4 340b Instruct: 31.7 (#193)

Math benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
FrontierMath (Tiers 1-3)74%—
FrontierMath Tier 446%—
LMArena Math—1216
FrontierMath Tier 4 (v1)31.3%—

Knowledge Not comparable

GPT-5.2 Pro: —, Nemotron 4 340b Instruct: 31.4 (#212)

Knowledge benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
LMArena Expert—1171

Multilingual Not comparable

GPT-5.2 Pro: —, Nemotron 4 340b Instruct: 38.0 (#228)

Multilingual benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
LMArena Non-English—1206
LMArena Chinese—1214
LMArena French—1196
LMArena German—1192
LMArena Japanese—1128
LMArena Korean—1148
LMArena Russian—1219
LMArena Spanish—1195

Instruction Following Not comparable

GPT-5.2 Pro: —, Nemotron 4 340b Instruct: 63.3 (#227)

Instruction Following benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
LMArena Instruction Following—1203

Long Context Not comparable

GPT-5.2 Pro: —, Nemotron 4 340b Instruct: 37.1 (#216)

Long Context benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
LMArena Longer Query—1225

Writing & Preference Not comparable

GPT-5.2 Pro: —, Nemotron 4 340b Instruct: 42.9 (#229)

Writing & Preference benchmarks
BenchmarkGPT-5.2 ProNemotron 4 340b Instruct
LMArena Text—1225
LMArena Creative Writing—1203
LMArena Multi-Turn—1214

Frequently asked questions

Is GPT-5.2 Pro better than Nemotron 4 340b Instruct?

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 35.3 on the Noometry Index.

How many benchmarks do GPT-5.2 Pro and Nemotron 4 340b Instruct share?

0 benchmarks have published results for both models. GPT-5.2 Pro has 8 scored results on Noometry and Nemotron 4 340b Instruct has 17.

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