Model comparison

GPT-4o vs gpt-oss-20b

gpt-oss-20b is the stronger model overall, scoring 32.5 to 28.6 on the Noometry Index.

Last verified . 29 shared benchmarks.

GPT-4o OpenAI

28.6

Rank #324 Confirmed

gpt-oss-20b OpenAI

32.5

Rank #255 Confirmed

Summary

  • They share 29 benchmarks with published results for both. GPT-4o scores higher in 5 categories and gpt-oss-20b in 4 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where gpt-oss-20b leads 39.4 to 10.6.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 6.4% for GPT-4o and 65.3% for gpt-oss-20b.
  • gpt-oss-20b is cheaper at $0.018 / $0.09 per million input/output tokens, against $2.50 / $10 for GPT-4o.
  • gpt-oss-20b accepts more context: 131K tokens versus 128K.
  • gpt-oss-20b has downloadable open weights; the other is API-only.

Side by side

GPT-4o and gpt-oss-20b specifications
GPT-4ogpt-oss-20b
ProviderOpenAIOpenAI
Noometry Index28.632.5
Released2024-05-132025-08-05
WeightsProprietaryOpen
Context window128K131K
Max output16K16K
Input $ / M tokens$2.50$0.018
Output $ / M tokens$10$0.09
Results tracked7234

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Category by category

Coding gpt-oss-20b leads

GPT-4o: 24.8 (#328), gpt-oss-20b: 37.6 (#192)

Coding benchmarks
BenchmarkGPT-4ogpt-oss-20b
WeirdML25.1%40.9%
LMArena Coding12971306
SWE-bench Verified31%—
SWE-bench Verified (bash only)21.6%—
Aider Polyglot45.3%—
SciCode—34.4%
GSO0%—
BigCodeBench Instruct51.1%—
LiveBench Coding51.4%—
BigCodeBench Complete61.1%—
CadEval26%—
ALE-Bench—566.05
HumanEval+87.2%—
MBPP+72.2%—

Agentic & Tool Use GPT-4o leads

GPT-4o: 21.0 (#141), gpt-oss-20b: 9.3 (#154)

Agentic & Tool Use benchmarks
BenchmarkGPT-4ogpt-oss-20b
Terminal-Bench—3.4%
GDPval9.9%—
TheAgentCompany8.6%—
Cybench12.5%—
BALROG32.3%—
LMArena Search1006—
METR Time Horizons40.8%—

Reasoning gpt-oss-20b leads

GPT-4o: 9.4 (#343), gpt-oss-20b: 19.3 (#261)

Reasoning benchmarks
BenchmarkGPT-4ogpt-oss-20b
CritPt0%1.4%
Chess Puzzles13%4%
LMArena Hard Prompts12811274
DTBench64.5%68%
LMCA16.6%14.5%
Epoch Capabilities Index128.97137.82
ARC-AGI-20%—
SimpleBench17.8%—
Kagi LLM Benchmark—53.2%
ARC-AGI-14.5%—
EnigmaEval0.8%—
LiveBench Reasoning55.8%—
LiveBench Data Analysis60.9%—
ForecastBench57.7—
LiveBench55.3%—

Math gpt-oss-20b leads

GPT-4o: 10.6 (#312), gpt-oss-20b: 39.4 (#103)

Math benchmarks
BenchmarkGPT-4ogpt-oss-20b
OTIS Mock AIME 2024-20256.4%65.3%
Omni-MATH29.3%56.5%
LMArena Math12851317
FrontierMath (Tiers 1-3)0.4%—
LiveBench Math49.5%—
MATH Level 553.3%—
FrontierMath (Feb 2025 set)0.3%—

Knowledge gpt-oss-20b leads

GPT-4o: 28.8 (#242), gpt-oss-20b: 34.6 (#195)

Knowledge benchmarks
BenchmarkGPT-4ogpt-oss-20b
GPQA Diamond49.2%60.8%
MMLU-Pro71.3%74%
GPQA (HELM)52%59.4%
LMArena Expert12501258
Humanity's Last Exam2.7%—
SimpleQA Verified26%—
Confabulations15.3%—
Vectara Hallucination Rate9.6%—
MMLU88.1%—

Multimodal Not comparable

GPT-4o: 34.5 (#91), gpt-oss-20b: —

Multimodal benchmarks
BenchmarkGPT-4ogpt-oss-20b
LMArena Vision1137—
Video-MME71.9%—
GeoBench71%—
VPCT40%—
ScienceQA88.5%—

Multilingual GPT-4o leads

GPT-4o: 43.2 (#186), gpt-oss-20b: 42.2 (#197)

Multilingual benchmarks
BenchmarkGPT-4ogpt-oss-20b
LMArena Non-English12831268
LMArena Chinese12771314
LMArena German12821255
LMArena Japanese12571244
LMArena Korean12341236
LMArena Russian12861278
LMArena Spanish12921267
LMArena French1304—

Instruction Following GPT-4o leads

GPT-4o: 66.6 (#207), gpt-oss-20b: 61.8 (#240)

Instruction Following benchmarks
BenchmarkGPT-4ogpt-oss-20b
IFEval81.7%73.2%
LMArena Instruction Following12781236
LiveBench Instruction Following68.6%—

Long Context GPT-4o leads

GPT-4o: 39.4 (#179), gpt-oss-20b: 37.9 (#209)

Long Context benchmarks
BenchmarkGPT-4ogpt-oss-20b
LMArena Longer Query12891250
Fiction.LiveBench66.7%—

Writing & Preference GPT-4o leads

GPT-4o: 52.6 (#166), gpt-oss-20b: 35.5 (#265)

Writing & Preference benchmarks
BenchmarkGPT-4ogpt-oss-20b
LMArena Text13001287
LMArena Creative Writing12921201
WildBench82.8%73.7%
LMArena Multi-Turn13021268
Short-Story Creative Writing81.8%—
EQ-Bench Creative Writing—666
LiveBench Language47.6%—

Frequently asked questions

Is GPT-4o better than gpt-oss-20b?

gpt-oss-20b is the stronger model overall, scoring 32.5 to 28.6 on the Noometry Index.

Which is cheaper, GPT-4o or gpt-oss-20b?

gpt-oss-20b is cheaper. It lists at $0.018 per million input tokens and $0.09 per million output tokens; GPT-4o lists at $2.50 and $10.

Is GPT-4o or gpt-oss-20b better for coding?

gpt-oss-20b scores higher on coding benchmarks: 37.6 versus 24.8 in the Noometry coding category.

Which has the bigger context window?

gpt-oss-20b does, with 131K tokens against 128K.

How many benchmarks do GPT-4o and gpt-oss-20b share?

29 benchmarks have published results for both models. GPT-4o has 72 scored results on Noometry and gpt-oss-20b has 34.

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