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cs.AI2026
K-Bench: A Benchmark for LLM Unlearning in Agentic Deployments
Guangsheng Yu, Yanna Jiang, Qin Wang +2
Unlearning benchmarks such as TOFU and MUSE certify forgetting by reading the model's final answer, where a model that refuses to answer already counts as having forgotten. We show…
cs.CR2026★ 4 cited
SoK: Agentic Skills -- Beyond Tool Use in LLM Agents
Yanna Jiang, Delong Li, Haiyu Deng +4
Agentic systems increasingly rely on reusable procedural capabilities, \textit{a.k.a., agentic skills}, to execute long-horizon workflows reliably. These capabilities are callable…