Author

C. J. Taylor

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#natural language process... Preprint Jul 2026

PersonaMem-v3: Toward Omni-Platform Personal Intelligence for Holistic User Understanding, Recommendation, and Agentic Tasks

PersonaMem-v3 is introduced, a real-world-grounded benchmark and evaluation harness for omni-platform personal intelligence that evaluates whether AI agents can infer holistic user understanding from cross-platform evidence, personalize responses, rerank recommendations on social media, follow user steering through nat...

Bo-Wen Jiang, Yuan Yuan, Zhuo-Qun Hao et al. · 0 citations

Preprint Aug 2026

Limitations of Synthetic Data Generation in Specialized Data-Scarce Domains

This work focuses on domains where images differ substantially from common image datasets and additional data are expensive to obtain, and evaluates the downstream classifier performance improvements yielded by two schools of generative sparse data extension: distribution modeling and sample perturbation.

Edward Zhang, Marcel Hussing, Tanay Tandon et al. · 0 citations