Harbor Adapters are developed that port more than 80 benchmarks to evaluate arbitrary agents, and validated through rigorous code review and parity experiments, and Harbor-Index is introduced, a curated set of 82 difficult, diverse, and high-quality tasks spanning 29 benchmarks to support more reliable and comprehensiv...
Lin Shi, Hao-Wei Lin, Zi-Xuan Zhu et al.· 1 citation
D-study simulations support the use of hybrid human-LLM workflows to reach coding consensus for deductive reasoning tasks through mode responses, an alternative consensus-generating mechanism to traditional adjudication discussions.
Emily Rush, M. Karim, George S. Yacu et al.· Medical Teacher· 0 citations
This work designs a contrastive study that combines controlled quantitative experiments with paired trajectory analysis and consolidates observations into a taxonomy of three high-level categories and twelve skill-use modes, showing that skills work when noisy trajectories become procedural anchors that stabilize execu...
Zhi-Yuan Jiang, Fan Huang, Hanwen Xing et al.· 4 citations· ⚡1
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