Model comparison

Dolly 2.0-12b vs Gemma 4 31B IT

Gemma 4 31B IT is the stronger model overall, scoring 43.2 to 24.9 on the Noometry Index.

Last verified . 10 shared benchmarks.

Dolly 2.0-12b Databricks

24.9

Rank #339 Confirmed

Gemma 4 31B IT Google

43.2

Rank #85 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Dolly 2.0-12b scores higher in 0 categories and Gemma 4 31B IT in 6 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Gemma 4 31B IT leads 60.7 to 15.3.

Side by side

Dolly 2.0-12b and Gemma 4 31B IT specifications
Dolly 2.0-12bGemma 4 31B IT
ProviderDatabricksGoogle
Noometry Index24.943.2
Released2023-04-112026-04-02
WeightsOpenOpen
Context window—262K
Max output—33K
Input $ / M tokens—$0.09
Output $ / M tokens—$0.34
Results tracked1735

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Category by category

Coding Gemma 4 31B IT leads

Dolly 2.0-12b: 23.0 (#327), Gemma 4 31B IT: 41.9 (#98)

Coding benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Coding7761459
LMArena WebDev—1364
SciCode—43.4%
WeirdML—52.3%
ALE-Bench—925.5

Reasoning Gemma 4 31B IT leads

Dolly 2.0-12b: 14.6 (#315), Gemma 4 31B IT: 26.4 (#119)

Reasoning benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Hard Prompts8041448
Epoch Capabilities Index88.94142.74
Kagi LLM Benchmark—63.5%
NYT Connections (extended)—70.6%
CritPt—1.4%
Chess Puzzles—5%
Thematic Generalization—53%
DTBench—82.7%
LMCA—39.3%
Surface Evolver Bench—30.6%
HellaSwag70.8%—
PIQA75.4%—
WinoGrande61.8%—

Math Gemma 4 31B IT leads

Dolly 2.0-12b: 25.0 (#250), Gemma 4 31B IT: 41.3 (#72)

Math benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Math8711464
OTIS Mock AIME 2024-2025—73.3%

Knowledge Not comparable

Dolly 2.0-12b: —, Gemma 4 31B IT: 37.9 (#141)

Knowledge benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
GPQA Diamond—75.8%
SimpleQA Verified—10.4%
Vectara Hallucination Rate—7.4%
LMArena Expert—1465
ARC (AI2) Challenge39.6%—
BoolQ56.3%—
MMLU26.2%—
OpenBookQA39.2%—

Multimodal Not comparable

Dolly 2.0-12b: —, Gemma 4 31B IT: 41.0 (#32)

Multimodal benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Vision—1278
LMArena Document—1425

Multilingual Gemma 4 31B IT leads

Dolly 2.0-12b: 17.4 (#291), Gemma 4 31B IT: 54.0 (#52)

Multilingual benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Non-English8361431
LMArena Chinese8361478
LMArena French—1436
LMArena Russian—1462
LMArena Spanish—1443

Instruction Following Gemma 4 31B IT leads

Dolly 2.0-12b: 38.9 (#299), Gemma 4 31B IT: 75.6 (#58)

Instruction Following benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Instruction Following8141433

Long Context Not comparable

Dolly 2.0-12b: —, Gemma 4 31B IT: 44.2 (#67)

Long Context benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Longer Query—1446

Writing & Preference Gemma 4 31B IT leads

Dolly 2.0-12b: 15.3 (#306), Gemma 4 31B IT: 60.7 (#92)

Writing & Preference benchmarks
BenchmarkDolly 2.0-12bGemma 4 31B IT
LMArena Text8511443
LMArena Creative Writing8641416
LMArena Multi-Turn7401452
EQ-Bench Creative Writing—1368
EQ-Bench 4—1120

Frequently asked questions

Is Dolly 2.0-12b better than Gemma 4 31B IT?

Gemma 4 31B IT is the stronger model overall, scoring 43.2 to 24.9 on the Noometry Index.

Is Dolly 2.0-12b or Gemma 4 31B IT better for coding?

Gemma 4 31B IT scores higher on coding benchmarks: 41.9 versus 23.0 in the Noometry coding category.

How many benchmarks do Dolly 2.0-12b and Gemma 4 31B IT share?

10 benchmarks have published results for both models. Dolly 2.0-12b has 17 scored results on Noometry and Gemma 4 31B IT has 35.

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