Polish citation presentation

README.md

@@ -59,8 +59,6 @@ python tools/verify_dataset.py
 
 ## Citation
 
-Associated paper: https://arxiv.org/abs/2608.23283
-
 ```bibtex
 @misc{apodex11,
   title         = {Apodex 1.1: Scaling Agentic Intelligence for Complex Work},
@@ -72,7 +70,7 @@ Associated paper: https://arxiv.org/abs/2608.23283
   url           = {https://arxiv.org/abs/2608.23283}
 }
 
-@misc{su2026frontierchallenge,
+@misc{frontierchallenge,
   title        = {FrontierChallenge: Evaluating Scientific Workflow Completion},
   author       = {Su, Liangcai and Feng, Zhaopeng and Chen, Zhuo and Zhang, Zhen
                   and Lin, Xiang and Li, Ruilin and Zhang, Handuo and Wang, Ning
@@ -80,7 +78,6 @@ Associated paper: https://arxiv.org/abs/2608.23283
                   and Qian, Chenxiong and Du, Simon Shaolei and Bing, Lidong
                   and Wang, Xinyu},
   year         = {2026},
-  howpublished = {Benchmark manuscript},
   url          = {https://github.com/ApodexAI/FrontierChallenge}
 }
 ```

checksums.sha256

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