Cite the arXiv paper (2611.15049)

README.md

@@ -25,7 +25,7 @@ configs:
 
 # Science Prediction Universe (SPU)
 
-[Paper](https://github.com/UniPat-AI/SPU/blob/main/paper/Science_Prediction_Universe.pdf) · [Homepage](https://spu.unipat.ai/) · [Blog](https://unipat.ai/blog/SciencePredictionUniverse) · [GitHub](https://github.com/UniPat-AI/SPU)
+[Paper](https://arxiv.org/abs/2611.15049) · [Homepage](https://spu.unipat.ai/) · [Blog](https://unipat.ai/blog/SciencePredictionUniverse) · [GitHub](https://github.com/UniPat-AI/SPU)
 
 <p align="center"><img src="assets/spu-overview.png" alt="An SPU task: the experimental definition goes to a wet lab and to an LLM agent; the agent's predicted ranking is scored against the hidden measured ranking by Spearman correlation." width="900"></p>
 
@@ -125,9 +125,13 @@ All other task files are as they were run in the paper.
 
 ```bibtex
 @misc{spu2026,
-  title  = {Science Prediction Universe},
-  author = {Tu, Zengji and Liu, Xiang and Sun, Jiarui and Wu, Ruoyu and Qi, Zhihui and Wu, Chengda and Zhou, Yutao and Yang, Bo and Zhang, Ziyan and Wu, Jialong and Chen, Liang and Li, Kuan and Dillmann, Steven and Du, Yuanqi and Yang, Soojung and Diao, Shizhe and Wu, Jianjun and Liu, Junlang and Hu, Xuming and Chang, Lin and Chang, Baobao and Chu, Xiaowen and Yu, Philip S. and Zhang, Tong-Yi and Cheng, Hao and Han, Qin and Feng, Yanye and Duan, Chenru and Liu, Chuncheng and Liu, Yan and Gao, Yuchen and Li, Zhao and Zhang, Ronghua and Xu, Tory and Song, Renjian and Fu, Yaokai},
-  year   = {2026},
-  url    = {https://spu.unipat.ai}
+  title         = {Science Prediction Universe},
+  author        = {Tu, Zengji and Liu, Xiang and Sun, Jiarui and Wu, Ruoyu and Qi, Zhihui and Wu, Chengda and Zhou, Yutao and Yang, Bo and Zhang, Ziyan and Wu, Jialong and Chen, Liang and Li, Kuan and Dillmann, Steven and Du, Yuanqi and Yang, Soojung and Diao, Shizhe and Wu, Jianjun and Liu, Junlang and Hu, Xuming and Chang, Lin and Chang, Baobao and Chu, Xiaowen and Yu, Philip S. and Zhang, Tong-Yi and Cheng, Hao and Han, Qin and Feng, Yanye and Duan, Chenru and Liu, Chuncheng and Liu, Yan and Gao, Yuchen and Li, Zhao and Zhang, Ronghua and Xu, Tory and Song, Renjian and Fu, Yaokai},
+  year          = {2026},
+  eprint        = {2611.15049},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.AI},
+  url           = {https://arxiv.org/abs/2611.15049},
+  note          = {Project page: https://spu.unipat.ai}
 }
 ```

SHA256SUMS

@@ -1,4 +1,4 @@
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 78e842e8ae1ef8c1b74d9bde86811ba7f94058e23edacdcf83f248c7672ceb20  SOURCES.json
 a149848e2880c160f6ceb354bcff8f9ae17ef416024af19c6206ffad25f20cc5  assets/coverage.png
 1a016afe8042111c38a3495eebaad75c3cbc339adf423be5aea5eb75d8803046  assets/results.png