Model comparison

Olmo 3.1 32b Think vs Step 3.7 Flash

Olmo 3.1 32b Think and Step 3.7 Flash score almost the same on the Noometry Index (37.9 vs 37.3), so choose on price, context window or the category you care about most.

Last verified . 0 shared benchmarks.

Step 3.7 Flash StepFun

37.3

Rank #207 Reported

Summary

  • The widest gap is in math, where Step 3.7 Flash leads 42.9 to 36.3.

Side by side

Olmo 3.1 32b Think and Step 3.7 Flash specifications
Olmo 3.1 32b ThinkStep 3.7 Flash
ProviderAllen Institute for AI (Ai2)StepFun
Noometry Index37.937.3
Released—2026-05-29
WeightsOpenOpen
Context window—256K
Max output—256K
Input $ / M tokens—$0.18
Output $ / M tokens—$1.11
Results tracked155

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Category by category

Coding Step 3.7 Flash leads

Olmo 3.1 32b Think: 37.7 (#189), Step 3.7 Flash: 40.0 (#150)

Coding benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
SciCode—40%
LMArena Coding1291—
ALE-Bench—694.12

Reasoning Olmo 3.1 32b Think leads

Olmo 3.1 32b Think: 25.2 (#150), Step 3.7 Flash: 21.6 (#219)

Reasoning benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
NYT Connections (extended)—39.7%
CritPt—2.3%
LMArena Hard Prompts1272—

Math Step 3.7 Flash leads

Olmo 3.1 32b Think: 36.3 (#168), Step 3.7 Flash: 42.9 (#82)

Math benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
MathArena Final-Answer Competitions—68.5%
LMArena Math1305—

Knowledge Not comparable

Olmo 3.1 32b Think: 35.7 (#181), Step 3.7 Flash: —

Knowledge benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
LMArena Expert1295—

Multilingual Not comparable

Olmo 3.1 32b Think: 38.1 (#231), Step 3.7 Flash: —

Multilingual benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
LMArena Non-English1209—
LMArena Chinese1242—
LMArena French1260—
LMArena German1262—
LMArena Russian1193—
LMArena Spanish1289—

Instruction Following Not comparable

Olmo 3.1 32b Think: 65.6 (#218), Step 3.7 Flash: —

Instruction Following benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
LMArena Instruction Following1247—

Long Context Not comparable

Olmo 3.1 32b Think: 38.6 (#195), Step 3.7 Flash: —

Long Context benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
LMArena Longer Query1272—

Writing & Preference Not comparable

Olmo 3.1 32b Think: 46.2 (#220), Step 3.7 Flash: —

Writing & Preference benchmarks
BenchmarkOlmo 3.1 32b ThinkStep 3.7 Flash
LMArena Text1272—
LMArena Creative Writing1226—
LMArena Multi-Turn1252—

Frequently asked questions

Is Olmo 3.1 32b Think better than Step 3.7 Flash?

Olmo 3.1 32b Think and Step 3.7 Flash score almost the same on the Noometry Index (37.9 vs 37.3), so choose on price, context window or the category you care about most.

Is Olmo 3.1 32b Think or Step 3.7 Flash better for coding?

Step 3.7 Flash scores higher on coding benchmarks: 40.0 versus 37.7 in the Noometry coding category.

How many benchmarks do Olmo 3.1 32b Think and Step 3.7 Flash share?

0 benchmarks have published results for both models. Olmo 3.1 32b Think has 15 scored results on Noometry and Step 3.7 Flash has 5.

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