ToolFG is the first tool-integrated MLLM framework for fine-grained image classification, trained via MCTS-guided distillation from proprietary models and refined through model-tool co-evolution.
Automatic method illustration generation for ai scientific papers via drawing middleware creation, evolution, and orchestration.arXiv preprint arXiv:2603.29590, 2026
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ToolFG: Towards Well-Grounded Fine-Grained Image Classification
ToolFG is the first tool-integrated MLLM framework for fine-grained image classification, trained via MCTS-guided distillation from proprietary models and refined through model-tool co-evolution.