Model comparison

Dolly 2.0-12b vs GLM-5.3

GLM-5.3 is the stronger model overall, scoring 54.8 to 25.5 on the Noometry Index.

Last verified . 10 shared benchmarks.

Dolly 2.0-12b Databricks

25.5

Rank #342 Confirmed

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Dolly 2.0-12b scores higher in 0 categories and GLM-5.3 in 6 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GLM-5.3 leads 75.7 to 15.2.

Side by side

Dolly 2.0-12b and GLM-5.3 specifications
Dolly 2.0-12bGLM-5.3
ProviderDatabricksZ.ai (Zhipu)
Noometry Index25.554.8
Released2023-04-112026-08-14
WeightsOpenOpen
Context window—1M
Max output—131K
Input $ / M tokens—$1.40
Output $ / M tokens—$4.40
Results tracked1742

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Category by category

Coding GLM-5.3 leads

Dolly 2.0-12b: 23.4 (#332), GLM-5.3: 59.5 (#14)

Coding benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Coding7761496
DeepSWE—69%
FrontierCode—40.1%
CursorBench—42.6%
LMArena WebDev—1622
FrontierSWE—30.2%
SciCode—59%
WeirdML—75.4%
ALE-Bench—1,317

Agentic & Tool Use Not comparable

Dolly 2.0-12b: —, GLM-5.3: 36.4 (#38)

Agentic & Tool Use benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
APEX-Agents—56.6%
Vending-Bench 2—8,164

Reasoning GLM-5.3 leads

Dolly 2.0-12b: 15.3 (#316), GLM-5.3: 46.1 (#46)

Reasoning benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Hard Prompts8041489
Epoch Capabilities Index89.67155.61
NYT Connections (extended)—74.2%
CritPt—19.1%
Chess Puzzles—21%
Mystery Game Puzzles—33%
DTBench—87.7%
LMCA—55.5%
Bench to the Future 3—0.15
HellaSwag70.8%—
PIQA75.4%—
WinoGrande61.8%—

Math GLM-5.3 leads

Dolly 2.0-12b: 27.3 (#251), GLM-5.3: 62.3 (#33)

Math benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Math8711489
FrontierMath (Tiers 1-3)—68.8%
FrontierMath Tier 4—29.3%
OTIS Mock AIME 2024-2025—91.1%
ProofBench—49%

Knowledge Not comparable

Dolly 2.0-12b: —, GLM-5.3: 58.3 (#37)

Knowledge benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
GPQA Diamond—90.9%
SimpleQA Verified—41%
LMArena Expert—1516
ARC (AI2) Challenge39.6%—
BoolQ56.3%—
MMLU26.2%—
OpenBookQA39.2%—

Multilingual GLM-5.3 leads

Dolly 2.0-12b: 17.4 (#296), GLM-5.3: 55.7 (#28)

Multilingual benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Non-English8361457
LMArena Chinese8361528
LMArena French—1499
LMArena German—1499
LMArena Japanese—1453
LMArena Korean—1472
LMArena Russian—1463
LMArena Spanish—1460

Instruction Following GLM-5.3 leads

Dolly 2.0-12b: 38.7 (#304), GLM-5.3: 77.5 (#23)

Instruction Following benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Instruction Following8141477

Long Context Not comparable

Dolly 2.0-12b: —, GLM-5.3: 45.4 (#41)

Long Context benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Longer Query—1482

Writing & Preference GLM-5.3 leads

Dolly 2.0-12b: 15.2 (#311), GLM-5.3: 75.7 (#6)

Writing & Preference benchmarks
BenchmarkDolly 2.0-12bGLM-5.3
LMArena Text8511471
LMArena Creative Writing8641457
LMArena Multi-Turn7401472
EQ-Bench Creative Writing—2075

Frequently asked questions

Is Dolly 2.0-12b better than GLM-5.3?

GLM-5.3 is the stronger model overall, scoring 54.8 to 25.5 on the Noometry Index.

Is Dolly 2.0-12b or GLM-5.3 better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 23.4 in the Noometry coding category.

How many benchmarks do Dolly 2.0-12b and GLM-5.3 share?

10 benchmarks have published results for both models. Dolly 2.0-12b has 17 scored results on Noometry and GLM-5.3 has 42.

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