Allen Institute for AI
Released November 20, 2025

Olmo 3 32B Think

Olmo 3 32B Think by Allen Institute for AI - a fully open model with Think-mode reasoning traces, open model-flow transparency, and Apache 2.0 licensing.

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Model Overview

Capabilities, design details, and architectural traits

Olmo 3 32B Think - Thinking-focused open reasoning model

Olmo 3 32B Think is a fully open 'Think' variant from the Olmo 3 family developed by the Allen Institute for AI (AI2), positioned as a reasoning-first model that exposes intermediate reasoning traces. The release emphasizes an end-to-end open model flow (pretraining, mid-training, post-training, data recipes, checkpoints, and code) so researchers can inspect and reproduce capability development.

Defining Characteristics

  • Think-mode: surfaces intermediate chain-of-thought style traces (thinking) to improve inspectability and reasoning analysis.
  • Open model flow: the project publishes full training artifacts, checkpoints, and data recipes for reproducibility and study.
  • Fully open licensing: weights, code, and training details are released under Apache 2.0.

Context Strategy and Capabilities

  • Long-context capability extended to roughly 65K tokens suitable for long documents and extended reasoning chains.
  • Targeted at math, code, function calling, multi-step reasoning, and tool integration via AI2's Playground and tooling (e.g., tool-calling with JSON-schema tools).

Why It Exists

  • Designed to enable transparency and scientific study of how model capabilities emerge, making it useful for reproducible research and tool-enabled reasoning workflows.

Benchmark Performance

Independent evaluations · Artificial Analysis

6.5%
Intelligence

Accuracy & Capability Details

GPQA - Graduate Science61.0%
Humanity's Last Exam6.4%
SciCode - Scientific Coding28.6%
Instruction Following49.1%
Long Context Reasoning0.0%
τ²-Bench - Agentic Tasks0.0%
TerminalBench - System Control1.5%

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Model Details
General Info
ProviderAllen Institute for AIAnthropicAnthropic
Release DateNovember 20, 2025September 22, 2026September 28, 2026
Knowledge Cutoff--Jun 2026
Context & Limits
Context Window66K
1M
Best Context Window
1M
Best Context Window
Pricing (per 1M tokens)
Input Pricing
Free
Best Input Pricing
$4$2
Output Pricing
Free
Best Output Pricing
$20$10
Modalities
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Outputs
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Benchmarks (0-100)
Intelligence Index6.5
57.6
Best Intelligence Index
56.0
Coding Index---
Agentic Index---
Olmo 3 32B Think
Claude Opus 5.5
Claude Sonnet 5.5

Humanity's Last Exam

Extremely difficult logical reasoning and knowledge.

6%
Olmo 3 32B Think
Humanity's Last Exam
Score: 6%
Olmo 3 32B Think
61%
Claude Opus 5.5
Humanity's Last Exam
Score: 61%
Claude Opus 5.5
55%
Claude Sonnet 5.5
Humanity's Last Exam
Score: 55%
Claude Sonnet 5.5

Long Context Reasoning

Logical reasoning over long context windows.

0%
Olmo 3 32B Think
Long Context Reasoning
Score: 0%
Olmo 3 32B Think
85%
Claude Opus 5.5
Long Context Reasoning
Score: 85%
Claude Opus 5.5
83%
Claude Sonnet 5.5
Long Context Reasoning
Score: 83%
Claude Sonnet 5.5

SciCode Benchmark

Scientific coding and mathematical modeling.

29%
Olmo 3 32B Think
SciCode Benchmark
Score: 29%
Olmo 3 32B Think
67%
Claude Opus 5.5
SciCode Benchmark
Score: 67%
Claude Opus 5.5
61%
Claude Sonnet 5.5
SciCode Benchmark
Score: 61%
Claude Sonnet 5.5

Independent evaluation data provided by Artificial Analysis. To view the latest benchmarks and full details, visit their official site.

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