Model comparison

GPT-5.6 Terra vs gpt-oss-20b

GPT-5.6 Terra is the stronger model overall, scoring 59.2 to 32.5 on the Noometry Index. gpt-oss-20b costs 125× less per token, which makes it the better buy when GPT-5.6 Terra's lead doesn't matter for your workload.

Last verified . 28 shared benchmarks.

GPT-5.6 Terra OpenAI

59.2

Rank #17 Confirmed

gpt-oss-20b OpenAI

32.5

Rank #255 Confirmed

Summary

  • They share 28 benchmarks with published results for both. GPT-5.6 Terra scores higher in 9 categories and gpt-oss-20b in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.6 Terra leads 81.6 to 39.4.
  • The biggest single-benchmark swing is Chess Puzzles: 54% for GPT-5.6 Terra and 4% for gpt-oss-20b.
  • gpt-oss-20b is cheaper at $0.018 / $0.09 per million input/output tokens, against $2 / $12 for GPT-5.6 Terra.
  • GPT-5.6 Terra accepts more context: 1.05M tokens versus 131K.
  • gpt-oss-20b has downloadable open weights; the other is API-only.

Side by side

GPT-5.6 Terra and gpt-oss-20b specifications
GPT-5.6 Terragpt-oss-20b
ProviderOpenAIOpenAI
Noometry Index59.232.5
Released2026-07-092025-08-05
WeightsProprietaryOpen
Context window1.05M131K
Max output128K16K
Input $ / M tokens$2$0.018
Output $ / M tokens$12$0.09
Results tracked5234

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Category by category

Coding GPT-5.6 Terra leads

GPT-5.6 Terra: 57.7 (#19), gpt-oss-20b: 37.6 (#192)

Coding benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
SciCode55%34.4%
WeirdML78.3%40.9%
LMArena Coding14841306
ALE-Bench1,951566.05
DeepSWE69.6%—
FrontierCode41.3%—
CursorBench41.3%—
LMArena WebDev1522—

Agentic & Tool Use GPT-5.6 Terra leads

GPT-5.6 Terra: 40.1 (#25), gpt-oss-20b: 9.3 (#154)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
Terminal-Bench—3.4%
APEX-Agents58.2%—
BALROG53.2%—
GDP.pdf24.7%—
Vending-Bench 27,343—

Reasoning GPT-5.6 Terra leads

GPT-5.6 Terra: 60.7 (#21), gpt-oss-20b: 19.3 (#261)

Reasoning benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
Kagi LLM Benchmark51.3%53.2%
CritPt30%1.4%
Chess Puzzles54%4%
LMArena Hard Prompts14681274
DTBench93.3%68%
LMCA55%14.5%
Epoch Capabilities Index159.62137.82
ARC-AGI-283.9%—
SimpleBench48.9%—
NYT Connections (extended)78.4%—
ARC-AGI-196.5%—
Mystery Game Puzzles35%—
Surface Evolver Bench83.8%—

Math GPT-5.6 Terra leads

GPT-5.6 Terra: 81.6 (#12), gpt-oss-20b: 39.4 (#103)

Math benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
OTIS Mock AIME 2024-202599.7%65.3%
LMArena Math14661317
FrontierMath (Tiers 1-3)86%—
FrontierMath Tier 470.7%—
ProofBench74%—
Omni-MATH—56.5%

Knowledge GPT-5.6 Terra leads

GPT-5.6 Terra: 61.2 (#30), gpt-oss-20b: 34.6 (#195)

Knowledge benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
GPQA Diamond93.3%60.8%
LMArena Expert14921258
SimpleQA Verified43.2%—
MMLU-Pro—74%
GPQA (HELM)—59.4%

Multimodal Not comparable

GPT-5.6 Terra: 47.3 (#11), gpt-oss-20b: —

Multimodal benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
LMArena Vision1271—
Blueprint-Bench 230.8%—
Furniture Assembly54.2%—
LMArena Document1472—

Multilingual GPT-5.6 Terra leads

GPT-5.6 Terra: 54.4 (#44), gpt-oss-20b: 42.2 (#197)

Multilingual benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
LMArena Non-English14391268
LMArena Chinese15131314
LMArena German14601255
LMArena Japanese14571244
LMArena Korean14251236
LMArena Russian14501278
LMArena Spanish14481267
LMArena French1471—

Instruction Following GPT-5.6 Terra leads

GPT-5.6 Terra: 76.4 (#40), gpt-oss-20b: 61.8 (#240)

Instruction Following benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
LMArena Instruction Following14541236
IFEval—73.2%

Long Context GPT-5.6 Terra leads

GPT-5.6 Terra: 44.4 (#68), gpt-oss-20b: 37.9 (#209)

Long Context benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
LMArena Longer Query14511250

Writing & Preference GPT-5.6 Terra leads

GPT-5.6 Terra: 70.2 (#23), gpt-oss-20b: 35.5 (#265)

Writing & Preference benchmarks
BenchmarkGPT-5.6 Terragpt-oss-20b
LMArena Text14471287
LMArena Creative Writing14101201
EQ-Bench Creative Writing1855666
LMArena Multi-Turn14491268
WildBench—73.7%
EQ-Bench 41234—

Frequently asked questions

Is GPT-5.6 Terra better than gpt-oss-20b?

GPT-5.6 Terra is the stronger model overall, scoring 59.2 to 32.5 on the Noometry Index. gpt-oss-20b costs 125× less per token, which makes it the better buy when GPT-5.6 Terra's lead doesn't matter for your workload.

Which is cheaper, GPT-5.6 Terra 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-5.6 Terra lists at $2 and $12.

Is GPT-5.6 Terra or gpt-oss-20b better for coding?

GPT-5.6 Terra scores higher on coding benchmarks: 57.7 versus 37.6 in the Noometry coding category.

Which has the bigger context window?

GPT-5.6 Terra does, with 1.05M tokens against 131K.

How many benchmarks do GPT-5.6 Terra and gpt-oss-20b share?

28 benchmarks have published results for both models. GPT-5.6 Terra has 52 scored results on Noometry and gpt-oss-20b has 34.

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