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cs.AI2026
Strikingness-Aware Evaluation for Temporal Knowledge Graph Reasoning
Rikui Huang, Shengzhe Zhang, Wei Wei
Temporal Knowledge Graph Reasoning (TKGR) aims at inferring missing (especially future) events from historical data. Current evaluation in TKGR uniformly weights all events, ignori…
cs.CL2026
Beyond Static Summarization: Proactive Memory Extraction for LLM Agents
Chengyuan Yang, Zequn Sun, Wei Wei +1
Memory management is vital for LLM agents in long-term and personalized interactions. Most previous work studies how to retrieve and use memory, but pays less attention to how memo…