Multiverse4FM/Autogressive-32B

Model Summary

Autoregressive-32B is a baseline of our Multiverse-32B built on autoregressive modeling.

• Webpage: Multiverse
• Paper: https://arxiv.org/abs/2506.09991

Use

The model usage is documented here.

Evaluation

Model	AIME24	AIME25	MATH500	GPQA-Diamond
s1-32B	35.4	25.8	88.6	48.0
s1.1-32B	52.9	41.7	93.4	62.6
Qwen2.5-32B-Instruct	15.8	10.4	80.4	47.0
Autoregressive-32B	54.6	45.0	92.8	61.6
Multiverse-32B-zero	52.1	44.2	92.4	63.6
Multiverse-32B	53.8	45.8	91.8	60.7

Acknowledge

Thanks to the amazing s1 team for their s1.1 dataset as base data, and the Qwen team for their Qwen-2.5-32B-Instruct as base model.