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Shuyan Zhou

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#artificial intelligence Preprint Aug 2026

ComponentBench: Diagnosing Component-Level Failures in Computer-Use Agents

This work presents ComponentBench, a benchmark and diagnostic pipeline for component-level evaluation of computer-use agents on modern web UIs, and introduces a scalable pipeline for auditing realized structural difficulty after implementation and synthesizing structured failure analyses across tasks and component families.

Tianchen Guan, Xinlei Lin, Royce Cheng-Yue et al. · 0 citations