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Add arXiv paper link

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@@ -33,7 +33,7 @@ preserving the structure, so answers are exact by construction.
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  **Frontier models reach about 10%** with pure chain-of-thought (50.6% with an
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  autonomous coding agent), while **unaided humans average 96.1%**.
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- 🌐 [Website](https://activevision.dev) · 📄 Paper: coming soon · 💻 Evaluation code: coming soon
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  ## Examples
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@@ -103,8 +103,7 @@ unaided in 34 seconds.
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  @article{zhang2026activevision,
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  title = {An Exam for Active Observers},
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  author = {Zhang, Jiarui and Tao, Muzi and Wang, Shangshang and Liu, Ollie and Ma, Xuezhe and Neiswanger, Willie},
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- journal = {arXiv preprint},
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- year = {2026},
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- note = {Coming soon}
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  }
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  ```
 
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  **Frontier models reach about 10%** with pure chain-of-thought (50.6% with an
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  autonomous coding agent), while **unaided humans average 96.1%**.
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+ 🌐 [Website](https://activevision.dev) · 📄 [Paper](https://arxiv.org/pdf/2607.16165) · 💻 Evaluation code: coming soon
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  ## Examples
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  @article{zhang2026activevision,
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  title = {An Exam for Active Observers},
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  author = {Zhang, Jiarui and Tao, Muzi and Wang, Shangshang and Liu, Ollie and Ma, Xuezhe and Neiswanger, Willie},
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+ journal = {arXiv preprint arXiv:2607.16165},
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+ year = {2026}
 
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  }
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  ```