Olmo 3.1 32B Think

Olmo 3.1 32B Think is a reasoning model with long reasoning traces.

What the release provides

The model builds on the Olmo 3 32B training line and Dolci-Think reinforcement-learning data. Ai2 publishes the final weights under Apache 2.0 alongside earlier training stages.Olmo 3.1 32B Think official model card

How to use it well

Practical guidance. Allow a separate budget for reasoning and the final answer. Measure task completion as well as response time when choosing between Think and Instruct.

Specifications & access

Olmo 3.1 32B Think specifications
DetailValue and conditions
AccessDownloadable
Model identifiersallenai/Olmo-3.1-32B-Think