EvoAgentBench is a multi-domain benchmark for agent self-evolution that guarantees train-side ability support for every test task, revealing that curated skills transfer reliably but automatic methods remain brittle.
Secondary objectives in- clude preserving Ability-family coverage and avoiding test-only families
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EvoAgentBench: Benchmarking Agent Self-Evolution via Ability Transfer
EvoAgentBench is a multi-domain benchmark for agent self-evolution that guarantees train-side ability support for every test task, revealing that curated skills transfer reliably but automatic methods remain brittle.