The first comprehensive benchmark dedicated to deciphering diverse Ancient Chinese musical notations, including five types of ancient Chinese music notation systems, is introduced, highlighting the limitations of current MLLMs in processing diverse spatial-symbolic dependencies.
Jiajia Li, Wei-Zhi Xue, Yao Yao et al.· Annual Meeting of the Associ...· 0 citations
SearchArt is introduced, a scalable framework for training long-horizon search agents through verification-driven task synthesis and a multi-stage post-training pipeline, which exhibits adaptive search planning, iterative evidence aggregation, and complex reasoning over extended interaction horizons.
Lang Mei, Xiaohan Yu, Chong Chen et al.· arXiv.org· 1 citation
A one-round study provides initial evidence for PRD-guided self-evolution, motivating validation at larger scales and in industrial settings, and presents AgentOmnia, a framework coordinating task-space definition, data synthesis, post-training, evaluation, and improvement across To-Consumer (ToC), To-Business (ToB), and To-Employee (ToE) applications.
