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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Yinlin Chen

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#reinforcement learning Open access Oct 2026

Learning Subject Tags from Incomplete Labels: A Recall-Oriented VLM Pipeline for Historical Photographs

Assigning subject tags to photographs is essential for access and discovery in digital libraries, yet doing it by hand does not scale. Vision–language models (VLMs) are a powerful and increasingly popular tool for such tasks, but prompting them to generate open-vocabulary subject tags directly yields unsatisfactory res...

Linhan Wang, 宋梅子, Shengkun Wang et al. · 0 citations
#small language model Oct 2026

Evaluation of Open-Source LLMs for Automated Subject Metadata Generation in Scholarly Workflows

Academic libraries, repositories, and cultural heritage aggregators face growing metadata backlogs as digital collections expand. Controlled metadata assignment remains essential for discovery, browsing, and interoperability, but it is labor intensive and difficult to scale. This paper evaluates four open-weight large...

Shengkun Wang, 宋梅子, Yinlin Chen · 0 citations

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