Contributors

Authors

In manuscript order

Haoyu Zhao^1,*Sitian Tu^1,*Yuxuan Huang^2,*Huichi Zhou¹Zhangyue Yin¹Jiahao Huang³Jingyuan Xu³Tianmiao Shi¹Jin Shi¹Nianxi Zhang¹Yangmiao Zhang⁴Zhuolang Chan¹Huiyan Hu¹Chenchao Sheng¹Yaqing Luo³Yue Chen⁵Huaxiu Yao⁶Meng Fang²Jun Wang^1,†

¹ University College London² University of Liverpool³ Imperial College London⁴ University of Electronic Science and Technology of China⁵ Peking University⁶ University of North Carolina at Chapel Hill

* Equal contribution. † Corresponding author: jun.wang@cs.ucl.ac.uk

Domain Expertise & Task Review

Domain experts author professional assignments and define the criteria used to evaluate them. Each admitted task undergoes automated review and independent review by two human reviewers.

Figure 1.How a task enters CLE, following Figure 4 of the manuscript.

Expert DesignA domain expert drafts the task from a workflow in their own practice: inputs, deliverable and checklist for every level.
Agent Review & Real RunA review agent audits the draft with a human-authored review skill, then runs it end to end. Verdict: Strong Accept, Accept, Borderline, Major Revision or Reject.
Dual Human ReviewTasks rated Accept or higher go to two randomly assigned reviewers, who review independently. Both must accept.
Admitted to CLEThe 120 tasks that cleared both gates form the benchmark.

Feedback: a rejection at either gate returns the task to its author for revision.

The author list and affiliations above follow the current manuscript. Additional contributor acknowledgements will be added when the list is confirmed.

Contact

For questions about the research, contact the corresponding author, Jun Wang.
jun.wang@cs.ucl.ac.uk ↗