Model comparison

GLM-5.3-Flash vs Molmo 2 8b

GLM-5.3-Flash is the stronger model overall, scoring 51.8 to 39.1 on the Noometry Index.

Last verified . 5 shared benchmarks.

GLM-5.3-Flash Z.ai (Zhipu)

51.8

Rank #41 Confirmed

Summary

  • They share 5 benchmarks with published results for both. GLM-5.3-Flash scores higher in 5 categories and Molmo 2 8b in 0 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GLM-5.3-Flash leads 48.0 to 25.6.

Side by side

GLM-5.3-Flash and Molmo 2 8b specifications
GLM-5.3-FlashMolmo 2 8b
ProviderZ.ai (Zhipu)Allen Institute for AI (Ai2)
Noometry Index51.839.1
Released2026-08-20—
WeightsOpenOpen
Context window1M—
Max output131K—
Input $ / M tokens$0.15—
Output $ / M tokens$0.50—
Results tracked405

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Not comparable

GLM-5.3-Flash: 53.1 (#31), Molmo 2 8b: —

Coding benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
DeepSWE63.4%—
FrontierCode31.8%—
CursorBench36.8%—
LMArena WebDev1609—
FrontierSWE18.1%—
SciCode51.6%—
LMArena Coding1508—
ALE-Bench303.55—

Agentic & Tool Use Not comparable

GLM-5.3-Flash: 34.2 (#47), Molmo 2 8b: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
APEX-Agents52.8%—
GDP.pdf14%—

Reasoning GLM-5.3-Flash leads

GLM-5.3-Flash: 48.0 (#42), Molmo 2 8b: 25.6 (#146)

Reasoning benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
LMArena Hard Prompts14911287
ARC-AGI-265.8%—
ARC-AGI-191%—
CritPt15.4%—
Chess Puzzles14%—
Mystery Game Puzzles8%—
Surface Evolver Bench52.5%—
Bench to the Future 30.15—
Epoch Capabilities Index151.88—

Math Not comparable

GLM-5.3-Flash: 53.3 (#47), Molmo 2 8b: —

Math benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
FrontierMath (Tiers 1-3)55.8%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202593.9%—
ProofBench21%—
LMArena Math1500—

Knowledge Not comparable

GLM-5.3-Flash: 58.4 (#36), Molmo 2 8b: —

Knowledge benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
GPQA Diamond90.2%—
LMArena Expert1513—

Multimodal GLM-5.3-Flash leads

GLM-5.3-Flash: 42.8 (#27), Molmo 2 8b: 30.2 (#112)

Multimodal benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
LMArena Vision12961081

Multilingual GLM-5.3-Flash leads

GLM-5.3-Flash: 56.0 (#25), Molmo 2 8b: 42.7 (#190)

Multilingual benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
LMArena Non-English14621276
LMArena Chinese1527—
LMArena French1496—
LMArena German1470—
LMArena Japanese1429—
LMArena Korean1446—
LMArena Russian1469—
LMArena Spanish1471—

Instruction Following GLM-5.3-Flash leads

GLM-5.3-Flash: 77.5 (#20), Molmo 2 8b: 67.0 (#201)

Instruction Following benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
LMArena Instruction Following14781270

Long Context Not comparable

GLM-5.3-Flash: 45.4 (#39), Molmo 2 8b: —

Long Context benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
LMArena Longer Query1482—

Writing & Preference GLM-5.3-Flash leads

GLM-5.3-Flash: 65.3 (#50), Molmo 2 8b: 49.4 (#191)

Writing & Preference benchmarks
BenchmarkGLM-5.3-FlashMolmo 2 8b
LMArena Text14711288
LMArena Creative Writing1442—
LMArena Multi-Turn1467—

Frequently asked questions

Is GLM-5.3-Flash better than Molmo 2 8b?

GLM-5.3-Flash is the stronger model overall, scoring 51.8 to 39.1 on the Noometry Index.

How many benchmarks do GLM-5.3-Flash and Molmo 2 8b share?

5 benchmarks have published results for both models. GLM-5.3-Flash has 40 scored results on Noometry and Molmo 2 8b has 5.

Related comparisons

Go deeper