Author

Meiyi Qiang

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Preprint Jul 2026

WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing

WorkSurface-Bench is introduced, a benchmark for evaluating the capability of heterogeneous knowledge sources as surface routing in enterprise agents, and shows that correct surface selection is necessary but insufficient for task completion.

Hao Liang, Meiyi Qiang, Sizhe Qiu et al. · 0 citations

Preprint Jul 2026

OmniaBench: Benchmarking General AI Agents Across Diverse Scenarios

OmniaBench provides a broad and diagnostic benchmark for characterizing the capability boundaries of general agents across diverse scenarios with explicit state spaces, and introduces a ten-dimensional capability taxonomy and eight compositional atomic difficulty factors to support fine-grained evaluation and analysis.

Chengyu Shen, Yujie Fu, Gangtao Xin et al. · 0 citations