Author

Jia-Ning Hao

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#natural language process... Review Oct 2026

Data Strategies for Large Language Models: A Unified Perspective on the Training Lifecycle

This work reviews data strategies across the training lifecycle and formulates them as policies that allocate a training budget over candidate examples, then divides methods by their decision granularity, model dependence, and temporal adaptivity, then compares their computational requirements and empirical support.

Yuan-Jian Xu, Jia-Ning Hao, Tian-Ze Sun et al. · 0 citations

#artificial intelligence Preprint Oct 2026

AgentPerturb: Evaluating LLM Agent Robustness under Controlled Interaction Perturbations

Real-world tasks are often complex and noisy, posing substantial challenges for LLM agents. Yet existing evaluations lack a systematic framework for jointly characterizing potential perturbation targets and types. We use this two-dimensional view to conduct a unified study that quantifies the robustness of current fron...

Yuan-Jian Xu, Jin-Yi Han, Jia-Ning Hao et al. · 0 citations