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Train visual math reasoning with GRPO

A TRL example for improving image-based math answers with automatically checked rewards.

Published by Hugging Face TRL

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How to use it

The script reads the multimodal Open-R1 8K verified math dataset and includes launch examples for Qwen2.5-VL-3B-Instruct and SmolVLM2-2.2B-Instruct.

Follow the published Accelerate command and dependency instructions. Check whether the reward function recognizes valid equivalent answers before interpreting improvement as better reasoning.

Framework
Hugging Face TRL
Dataset
lmms-lab/multimodal-open-r1-8k-verified
Hardware
Minimum VRAM unspecified.
Access
Public publisher script and launch examples.
Official resource