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Jindong Li

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#artificial intelligence Preprint Jun 2026

ForesightSafety-SAGE:A Fully Automated Scenario Generation and Safety Evaluation Framework for LLM Agents

ForesightSafety-SAGE is introduced, a fully automated scenario generation and safety evaluation framework for LLM agents that demonstrates the importance of executable, process-level evaluation for understanding and improving LLM agent safety.

Lu Jia, Haibo Tong, Feifei Zhao et al. · 0 citations

Where Does Long-Context Supervision Actually Go? Effective-Context Exposure Balancing

ExACT, a supervision-allocation objective that assigns extra weight to long effective-context targets by inverse frequency within the long tail, supports a supervision-centric thesis: long-context adaptation depends on how strongly training supervises long-context predictions.

Jinchang Zhu, Jindong Li, Chengyu Zou et al. · 4 citations

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