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Lingyong Yan

Baidu Inc.

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#artificial intelligence Preprint Sep 2026

From Transient Prompts to Persistent Control: Scientific Poster Generation via Recursive Semantic-Geometric Contracts

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
#artificial intelligence Preprint Sep 2026

Navigating Sparse Evidence: Agentic Visual RAG via Explicit Context Selection and Consolidation

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
Jul 2026

DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations

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. · 1 citation
Preprint Aug 2026

DuMateBench: Evaluating Autonomous Agents in Complex Real-World Workflows

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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