Dynamic Tool Orchestration for Iterative Visual Reasoning

## 🔔 Important Note on Model Status The models released on this page belong to the AdaReasoner-TC series and are not the final RL-fine-tuned models. They are trained using Tool Cold Start (TC) supervised fine-tuning only, and are intended for analysis, ablation, and reproducibility purposes. For RL fine-tuned version, please refer to [Data & models](https://github.com/ssmisya/AdaReasoner/tree/main/docs/data_models.md) ## 📋 Model Description **AdaReasoner-7B** is a vision-language model trained with dynamic tool orchestration capabilities for iterative visual reasoning. **AdaReasoner-TC** series are trained through TC (Tool Cold Start) supervised fine-tuning only, without subsequent RL fine-tuning. We provide three variants of AdaReasoner-7B, each optimized for different use cases: | Model | Description | Hugging Face | |------|-------------|--------------| | **AdaReasoner-TC-7B-Randomized** | Trained with the *adaptive learning* method, enabling strong generalization to **unseen tools and tasks**. Designed for open-ended and evolving tool environments where adaptability is required. | [🤗 Link](https://huggingface.co/AdaReasoner/AdaReasoner-TC-7B-Randomized) | | **AdaReasoner-TC-7B-Non-Randomized** | Trained **without adaptive learning**, providing **more stable and reliable performance on known tools and tasks**, but limited generalization to unseen tools or task settings. | [🤗 Link](https://huggingface.co/AdaReasoner/AdaReasoner-TC-7B-Non-Randomized) | **Key Differences:** - **Randomized**: Trained with adaptive learning method, enabling zero-shot generalization to novel tools and task configurations - **Non-Randomized**: Trained without adaptive learning, offering more predictable behavior on familiar tools but lacking generalization ## 📊 Performance Please refer to our paper for detailed benchmark results across multiple visual reasoning tasks. ## 📚 Citation If you use this model in your research, please cite: ```bibtex @article{adareasoner2024, title={Dynamic Tool Orchestration for Iterative Visual Reasoning}, author={AdaReasoner Team}, journal={arXiv preprint arXiv:XXXX.XXXXX}, year={2024} } ``` ## 📄 License Apache 2.0 ## 🤝 Acknowledgments This model is part of the AdaReasoner project. For more information, visit our [GitHub repository](https://github.com/ssmisya/AdaReasoner). ## 📧 Contact For questions and feedback, please open an issue in our [GitHub repository](https://github.com/ssmisya/AdaReasoner).