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Terminal agents are commonly trained by imitating long teacher trajectories, yet how much of each trajectory to supervise remains unexplored. We study the \emph{supervision horizon}, the number of trajectory tokens retained for training, and show that it is a key design axis for reliability and cost. Reliability improv...
These findings show that strong performance on Standard Vietnamese does not guarantee reliable behavior under meaning-preserving regional variation, and the first systematic evaluation of LLM robustness to Vietnamese dialect variation across multiple tasks is presented.
This survey presents a unified and pipeline-aware overview of RAG robustness, formalize threat models over the corpus, retriever, and generator, and organize attacks into three main objectives: accuracy, privacy, and fairness.
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