PosterVisor is introduced, a control framework that shifts poster generation from transient prompts to persistent control and supports rubric-compiled contracts and stage-conditioned enforcement for controllable poster synthesis.
Run-Ze Li, Yu-Kun Zhao, Can Xu et al.· 0 citations
This work proposes SCoRE (Selection and Consolidation for Robust Evidence), a unified agent loop for explicit evidence selection and consolidation, which decouples final reasoning from exploratory trial-and-error while ensuring strict visual grounding via indexed claim-to-image linkages.
Yucheng Shen, Lingyong Yan, Jiulong Wu et al.· 0 citations
DocOps is introduced, a deterministically verifiable evaluation framework underpinned by a hierarchical taxonomy that deconstructs document operations inspired by real-world practices into atomic dimensions and escalating workflow complexities that exposes the capability boundaries of agents in maintaining global docum...
Jiazhen Jiang, Boxi Cao, Lingyong Yan et al.· arXiv.org· 1 citation
DuMateBench, a real-session benchmark reconstructed from anonymized and privacy-screened user sessions collected from a large-scale production agent platform, is introduced, showing that performance under environmental perturbations is jointly shaped by the capabilities of the LLM and the surrounding agent framework.
Zechun Niu, Yu-Kun Zhao, Jia-Xin Zhang et al.· 0 citations
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