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README.md
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# Model Card for LoopTool-8B
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The LoopTool-8B model is derived from iterative fine-tuning of Qwen3-8B, with a particular emphasis on enhancing the model’s capabilities in tool invocation.
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- **Developed by:** SJTU, Xiaohongshu
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- **Model type:** Causal Language Models
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- **Finetuned from model Qwen3-
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### Model Sources
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<!-- Provide the basic links for the model. -->
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- **Repository:** https://github.com/Rednote-ExperienceAI-Lab/LoopTool
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- **Paper
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## Citation
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---
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license: apache-2.0
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---
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# Model Card for LoopTool-8B
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The LoopTool-8B model is derived from iterative fine-tuning of Qwen3-8B, with a particular emphasis on enhancing the model’s capabilities in tool invocation.
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- **Developed by:** SJTU, Xiaohongshu
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- **Model type:** Causal Language Models
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- **Finetuned from model Qwen3-32B:** https://huggingface.co/Qwen/Qwen3-8B
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### Model Sources
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<!-- Provide the basic links for the model. -->
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- **Repository:** https://github.com/Rednote-ExperienceAI-Lab/LoopTool
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- **Paper:** https://arxiv.org/abs/2511.09148
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- **Dataset(Partial)** https://huggingface.co/datasets/zhuiguang-ning/LoopTool-2w
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### Model Performance
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**The Main Result in BFCL-v3**
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| | Overall | Non-Live | Live | Multi-Turn |
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| :----------: | ------- | -------- | :---: | ---------- |
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| Qwen3-8B | 66.34 | 88.81 | 78.54 | 33.00 |
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| LoopTool-8B | 74.93 | 89.52 | 84.72 | 50.88 |
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| Qwen3-32B | 69.25 | 88.90 | 77.83 | 43.12 |
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| LoopTool-32B | 79.32 | 91.83 | 88.58 | 57.75 |
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**The Main Result in ACEBench (English)**
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| | Overall | Normal | Special | Agent |
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| :----------: | ------- | ------ | :-----: | ----- |
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| Qwen3-8B | 67.1 | 70.9 | 78.0 | 34.2 |
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| LoopTool-8B | 73.4 | 78.0 | 80.7 | 43.3 |
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| Qwen3-32B | 72.2 | 77.3 | 76.0 | 46.7 |
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| Kimi-K2-0711 | 77.4 | 78.9 | 81.3 | 65.0 |
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| LoopTool-32B (OpenSource-1st) | 77.5 | 80.5 | 78.7 | 64.1 |
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## Citation
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