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Author

Yu-Guang Yao

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AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents

An evaluation framework AgentCL for continual learning in agents is presented, centered on distinguishable task streams and metrics for CL properties, and MemProbe is developed, a probing method that stores interactions, insights, and skills while filtering unreliable experiences during consolidation.

Yiheng Shu, Bernal Jiménez Gutiérrez, Saisri Padmaja Jonnalagedda et al. · 8 citations

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