Model comparison

Molmo 2 8b vs o1

o1 is the stronger model overall, scoring 40.9 to 39.1 on the Noometry Index.

Last verified . 5 shared benchmarks.

o1 OpenAI

40.9

Rank #143 Confirmed

Summary

  • They share 5 benchmarks with published results for both. Molmo 2 8b scores higher in 0 categories and o1 in 5 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in instruction following, where o1 leads 74.8 to 67.0.
  • Molmo 2 8b has downloadable open weights; the other is API-only.

Side by side

Molmo 2 8b and o1 specifications
Molmo 2 8bo1
ProviderAllen Institute for AI (Ai2)OpenAI
Noometry Index39.140.9
Released—2024-09-12
WeightsOpenProprietary
Context window—200K
Max output—100K
Input $ / M tokens—$15
Output $ / M tokens—$60
Results tracked552

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Category by category

Coding Not comparable

Molmo 2 8b: —, o1: 46.1 (#70)

Coding benchmarks
BenchmarkMolmo 2 8bo1
Aider Polyglot—61.7%
WeirdML—47.6%
LiveBench Coding—69.7%
LMArena Coding—1367
CadEval—56%
HumanEval+—89%
MBPP+—80.2%

Agentic & Tool Use Not comparable

Molmo 2 8b: —, o1: 24.6 (#117)

Agentic & Tool Use benchmarks
BenchmarkMolmo 2 8bo1
Cybench—10%
METR Time Horizons—51.1%

Reasoning o1 leads

Molmo 2 8b: 25.6 (#146), o1: 27.9 (#111)

Reasoning benchmarks
BenchmarkMolmo 2 8bo1
LMArena Hard Prompts12871371
SimpleBench—41.7%
ARC-AGI-1—30.7%
Chess Puzzles—15%
EnigmaEval—5.7%
LiveBench Reasoning—91.6%
DTBench—74.7%
LiveBench Data Analysis—65.5%
LMCA—22.3%
Epoch Capabilities Index—141.91
LiveBench—75.7%

Math Not comparable

Molmo 2 8b: —, o1: 36.1 (#175)

Math benchmarks
BenchmarkMolmo 2 8bo1
FrontierMath (Tiers 1-3)—14.7%
OTIS Mock AIME 2024-2025—73.3%
LiveBench Math—80.3%
LMArena Math—1388
MATH Level 5—94.7%
FrontierMath (Feb 2025 set)—9.3%

Knowledge Not comparable

Molmo 2 8b: —, o1: 41.5 (#110)

Knowledge benchmarks
BenchmarkMolmo 2 8bo1
GPQA Diamond—76.8%
Humanity's Last Exam—8%
SimpleQA Verified—41.1%
Confabulations—11.7%
LMArena Expert—1361

Multimodal o1 leads

Molmo 2 8b: 30.2 (#112), o1: 34.2 (#93)

Multimodal benchmarks
BenchmarkMolmo 2 8bo1
LMArena Vision10811168
GeoBench—80%
VPCT—37%
SpatialViz-Bench—41.4%

Multilingual o1 leads

Molmo 2 8b: 42.7 (#190), o1: 48.6 (#142)

Multilingual benchmarks
BenchmarkMolmo 2 8bo1
LMArena Non-English12761358
LMArena Chinese—1394
LMArena French—1344
LMArena German—1337
LMArena Japanese—1346
LMArena Korean—1396
LMArena Russian—1356
LMArena Spanish—1345

Instruction Following o1 leads

Molmo 2 8b: 67.0 (#201), o1: 74.8 (#86)

Instruction Following benchmarks
BenchmarkMolmo 2 8bo1
LMArena Instruction Following12701367
LiveBench Instruction Following—81.5%

Long Context Not comparable

Molmo 2 8b: —, o1: 50.3 (#9)

Long Context benchmarks
BenchmarkMolmo 2 8bo1
Fiction.LiveBench—83.3%
LMArena Longer Query—1378

Writing & Preference o1 leads

Molmo 2 8b: 49.4 (#191), o1: 55.6 (#144)

Writing & Preference benchmarks
BenchmarkMolmo 2 8bo1
LMArena Text12881366
LMArena Creative Writing—1348
Short-Story Creative Writing—70.2%
LMArena Multi-Turn—1369
LiveBench Language—65.4%

Frequently asked questions

Is Molmo 2 8b better than o1?

o1 is the stronger model overall, scoring 40.9 to 39.1 on the Noometry Index.

How many benchmarks do Molmo 2 8b and o1 share?

5 benchmarks have published results for both models. Molmo 2 8b has 5 scored results on Noometry and o1 has 52.

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