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@@ -84,6 +84,13 @@ The goal is to measure whether models can reliably perceive the critical **Visua
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  - Focus on **Visual Grounding / Perception** without language shortcut exploitation.
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  - **Diverse** and **Fine-Grained** task design.
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  ## 📰 News
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  - [2026.5.15] 🚀 [HuggingFace](https://huggingface.co/datasets/rxc205/EPIC-Bench) and [ModelScope](https://www.modelscope.cn/datasets/macarich/EPIC-Bench) Dataset are available!
 
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  - Focus on **Visual Grounding / Perception** without language shortcut exploitation.
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  - **Diverse** and **Fine-Grained** task design.
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+ ## 🧰 EPIC-Bench Evaluation Toolkit
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+ We provide [evaluation code](https://github.com/rxc205/EPIC-Bench-Eval#-epic-bench-evaluation-toolkit) for both open-source VLMs via **ms-swift** and API-based VLMs via **lmms-eval**.
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+ For details, please refer to our GitHub repository.
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  ## 📰 News
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  - [2026.5.15] 🚀 [HuggingFace](https://huggingface.co/datasets/rxc205/EPIC-Bench) and [ModelScope](https://www.modelscope.cn/datasets/macarich/EPIC-Bench) Dataset are available!