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ifms111
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Model Details
Model Provider
ifms111
Model Tree
Base
Qwen/Qwen2.5-VL-7B-Instruct
Fine-tuned
this model
Input Modalities
Text
Image
Output Modalities
Text
Supported Functionality
Dedicated Endpoints
Container
UniReason-Med is trained to interleave free-form reasoning with localized visual evidence. During reasoning, the model emits bounding boxes over the input image; the referenced region is cropped and re-injected as additional visual context for the next reasoning step. The same shared interface is applied to 2D images and to 3D volumes serialized as ordered slice sequences.
The model is built with supervised fine-tuning followed by GRPO reinforcement learning. RL uses answer-correctness and format rewards rather than ground-truth localization-overlap rewards such as IoU or Dice.
Released under the Apache License 2.0, consistent with the base model Qwen2.5-VL-7B-Instruct.