Model comparison

Dolly 2.0-12b vs GPT-5.4 mini

GPT-5.4 mini is the stronger model overall, scoring 45.0 to 25.5 on the Noometry Index.

Last verified . 10 shared benchmarks.

Dolly 2.0-12b Databricks

25.5

Rank #342 Confirmed

GPT-5.4 mini OpenAI

45.0

Rank #76 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Dolly 2.0-12b scores higher in 0 categories and GPT-5.4 mini in 6 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GPT-5.4 mini leads 64.0 to 15.2.
  • Dolly 2.0-12b has downloadable open weights; the other is API-only.

Side by side

Dolly 2.0-12b and GPT-5.4 mini specifications
Dolly 2.0-12bGPT-5.4 mini
ProviderDatabricksOpenAI
Noometry Index25.545.0
Released2023-04-112026-03-17
WeightsOpenProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$0.75
Output $ / M tokens—$4.50
Results tracked1746

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Category by category

Coding GPT-5.4 mini leads

Dolly 2.0-12b: 23.4 (#332), GPT-5.4 mini: 45.2 (#72)

Coding benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Coding7761438
FrontierCode—27%
LMArena WebDev—1397
SciCode—49.9%
WeirdML—60.3%
ALE-Bench—1,189

Agentic & Tool Use Not comparable

Dolly 2.0-12b: —, GPT-5.4 mini: 29.9 (#81)

Agentic & Tool Use benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
DeepResearch Bench—36.3%

Reasoning GPT-5.4 mini leads

Dolly 2.0-12b: 15.3 (#316), GPT-5.4 mini: 30.4 (#85)

Reasoning benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Hard Prompts8041424
Epoch Capabilities Index89.67148.84
ARC-AGI-2—18.9%
Kagi LLM Benchmark—37.9%
NYT Connections (extended)—61.8%
ARC-AGI-1—63.7%
CritPt—10%
Chess Puzzles—24%
Thematic Generalization—61.7%
Mystery Game Puzzles—11%
DTBench—80%
LMCA—40.8%
ForecastBench—57
HellaSwag70.8%—
PIQA75.4%—
WinoGrande61.8%—

Math GPT-5.4 mini leads

Dolly 2.0-12b: 27.3 (#251), GPT-5.4 mini: 45.5 (#75)

Math benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Math8711419
FrontierMath (Tiers 1-3)—51.2%
FrontierMath Tier 4—9.8%
OTIS Mock AIME 2024-2025—88.9%
ProofBench—21%
FrontierMath (Feb 2025 set)—28.3%
FrontierMath Tier 4 (v1)—2.1%

Knowledge Not comparable

Dolly 2.0-12b: —, GPT-5.4 mini: 51.5 (#67)

Knowledge benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
GPQA Diamond—86.9%
SimpleQA Verified—29.4%
Vectara Hallucination Rate—5.5%
LMArena Expert—1435
ARC (AI2) Challenge39.6%—
BoolQ56.3%—
MMLU26.2%—
OpenBookQA39.2%—

Multimodal Not comparable

Dolly 2.0-12b: —, GPT-5.4 mini: 39.7 (#56)

Multimodal benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Vision—1245

Multilingual GPT-5.4 mini leads

Dolly 2.0-12b: 17.4 (#296), GPT-5.4 mini: 51.9 (#96)

Multilingual benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Non-English8361405
LMArena Chinese8361446
LMArena French—1440
LMArena German—1409
LMArena Japanese—1374
LMArena Korean—1368
LMArena Russian—1417
LMArena Spanish—1405

Instruction Following GPT-5.4 mini leads

Dolly 2.0-12b: 38.7 (#304), GPT-5.4 mini: 74.1 (#102)

Instruction Following benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Instruction Following8141405

Long Context Not comparable

Dolly 2.0-12b: —, GPT-5.4 mini: 43.0 (#112)

Long Context benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Longer Query—1407

Writing & Preference GPT-5.4 mini leads

Dolly 2.0-12b: 15.2 (#311), GPT-5.4 mini: 64.0 (#58)

Writing & Preference benchmarks
BenchmarkDolly 2.0-12bGPT-5.4 mini
LMArena Text8511412
LMArena Creative Writing8641370
LMArena Multi-Turn7401429
EQ-Bench Creative Writing—1665

Frequently asked questions

Is Dolly 2.0-12b better than GPT-5.4 mini?

GPT-5.4 mini is the stronger model overall, scoring 45.0 to 25.5 on the Noometry Index.

Is Dolly 2.0-12b or GPT-5.4 mini better for coding?

GPT-5.4 mini scores higher on coding benchmarks: 45.2 versus 23.4 in the Noometry coding category.

How many benchmarks do Dolly 2.0-12b and GPT-5.4 mini share?

10 benchmarks have published results for both models. Dolly 2.0-12b has 17 scored results on Noometry and GPT-5.4 mini has 46.

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