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@@ -14,7 +14,7 @@ We are excited to release the latest update of WePOINTS series, namely POINTS1.5
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  Notably, POINTS-1-5-Qwen-2-5-7B-Chat ranks **first** on the [OpenCompass](https://rank.opencompass.org.cn/leaderboard-multimodal) leaderboard among all models under 10B.
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  <p align="center">
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- ๐Ÿ  <a href="https://github.com/WePOINTS/WePOINTS">Github</a>&nbsp&nbsp | &nbsp&nbsp ๐Ÿ“‘ <a href="">Paper (coming soon)</a> &nbsp&nbsp </a>
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  </p>
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  ### What's new in POINTS1.5?
 
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  Notably, POINTS-1-5-Qwen-2-5-7B-Chat ranks **first** on the [OpenCompass](https://rank.opencompass.org.cn/leaderboard-multimodal) leaderboard among all models under 10B.
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  <p align="center">
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+ ๐Ÿ  <a href="https://github.com/WePOINTS/WePOINTS">Github</a>&nbsp&nbsp | &nbsp&nbsp ๐Ÿ“‘ <a href="https://arxiv.org/abs/2412.08443">Paper</a> &nbsp&nbsp </a>
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  </p>
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  ### What's new in POINTS1.5?