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long-horizon llm systems

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  1. EvoAgentBench: Benchmarking Agent Self-Evolution via Ability Transfer

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    The paper introduces EvoAgentBench, a new benchmark for evaluating agent self-evolution in long-horizon learning machine systems. The benchmark focuses on procedural knowledge transfer across four domains: web…