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RESEARCH28

EVE-Agent: Evidence-Verifiable Self-Evolving Agents

arXiv CS.AIΒ·May 25, 2026

EVE-Agent introduces an Evidence-Verifiable Self-Evolving Agent designed to ensure trustworthiness in self-evolution by requiring verifiable evidence for generated instances. This agent modifies the proposer-solver framework, where a proposer creates questions, answers, and evidence spans, which are then evaluated by an evidence verifier.

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