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@@ -73,11 +73,11 @@ All paper-version checkpoints share the same **text pretraining process**, but d
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  | Checkpoint | Score Finetuning Dataset | Download | Notes |
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  |-------------------------|--------------------------|----------|-------|
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- | `ArtiMuse` | ArtiMuse-10K | [πŸ€— Hugging Face](https://huggingface.co/Thunderbolt215215/ArtiMuse)<br> [πŸ€– ModelScope](https://modelscope.cn/models/thunderbolt/ArtiMuse) | **Paper Version (Recommended)** |
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- | `ArtiMuse_AVA` | AVA | [πŸ€— Hugging Face](https://huggingface.co/Thunderbolt215215/ArtiMuse_AVA)<br> [πŸ€– ModelScope](https://modelscope.cn/models/thunderbolt/ArtiMuse_AVA) | Paper Version |
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- | `ArtiMuse_FLICKR-AES` | FLICKR-AES | [πŸ€— Hugging Face](https://huggingface.co/Thunderbolt215215/ArtiMuse_FLICKR-AES)<br> [πŸ€– ModelScope](https://modelscope.cn/models/thunderbolt/ArtiMuse_FLICKR-AES) | Paper Version |
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- | `ArtiMuse_PARA` | PARA | [πŸ€— Hugging Face](https://huggingface.co/Thunderbolt215215/ArtiMuse_PARA)<br> [πŸ€– ModelScope](https://modelscope.cn/models/thunderbolt/ArtiMuse_PARA) | Paper Version |
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- | `ArtiMuse_TAD66K` | TAD66K | [πŸ€— Hugging Face](https://huggingface.co/Thunderbolt215215/ArtiMuse_TAD66K)<br> [πŸ€– ModelScope](https://modelscope.cn/models/thunderbolt/ArtiMuse_TAD66K) | Paper Version |
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  | `ArtiMuse_OnlineDemo` | ArtiMuse-10K & Internal Datasets | β€” | Surpasses paper versions thanks to additional internal datasets and advanced training; also supports fine-grained attribute scores. For access, please contact us for business collaboration. |
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  | `ArtiMuse-R1` | β€” | β€” | Next-generation model trained with GRPO, supporting CoT reasoning, delivering more accurate score predictions, and extending beyond IAA to handle a wider range of tasks. |
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  ## βš™οΈ Setup
 
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  | Checkpoint | Score Finetuning Dataset | Download | Notes |
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  |-------------------------|--------------------------|----------|-------|
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+ | `ArtiMuse` | ArtiMuse-10K | [πŸ€— HF](https://huggingface.co/Thunderbolt215215/ArtiMuse)<br> [πŸ€– MS](https://modelscope.cn/models/thunderbolt/ArtiMuse) | **Paper Version (Recommended)** |
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+ | `ArtiMuse_AVA` | AVA | [πŸ€— HF](https://huggingface.co/Thunderbolt215215/ArtiMuse_AVA)<br> [πŸ€– MS](https://modelscope.cn/models/thunderbolt/ArtiMuse_AVA) | Paper Version |
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+ | `ArtiMuse_FLICKR-AES` | FLICKR-AES | [πŸ€— HF](https://huggingface.co/Thunderbolt215215/ArtiMuse_FLICKR-AES)<br> [πŸ€– MS](https://modelscope.cn/models/thunderbolt/ArtiMuse_FLICKR-AES) | Paper Version |
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+ | `ArtiMuse_PARA` | PARA | [πŸ€— HF](https://huggingface.co/Thunderbolt215215/ArtiMuse_PARA)<br> [πŸ€– MS](https://modelscope.cn/models/thunderbolt/ArtiMuse_PARA) | Paper Version |
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+ | `ArtiMuse_TAD66K` | TAD66K | [πŸ€— HF](https://huggingface.co/Thunderbolt215215/ArtiMuse_TAD66K)<br> [πŸ€– MS](https://modelscope.cn/models/thunderbolt/ArtiMuse_TAD66K) | Paper Version |
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  | `ArtiMuse_OnlineDemo` | ArtiMuse-10K & Internal Datasets | β€” | Surpasses paper versions thanks to additional internal datasets and advanced training; also supports fine-grained attribute scores. For access, please contact us for business collaboration. |
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  | `ArtiMuse-R1` | β€” | β€” | Next-generation model trained with GRPO, supporting CoT reasoning, delivering more accurate score predictions, and extending beyond IAA to handle a wider range of tasks. |
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  ## βš™οΈ Setup