implementation detail · filed under evaluation
LLM-based external API usage inspection
An LLM agent inspects solutions for external API usage as an anti-cheating check.
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Evidence
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Instead, we use an LLM agent to inspect solutions for external API usage.
usedunclearin GLM-5.3Z.ai
Filed alongside
Other methods under evaluation :: judge.
Agent-as-a-JudgeIndependent quality-inspection agentAgent-as-a-VerifierDecompositional instruction-following judgeDeterministic tool-call verifierGPT-5.5 (medium) judge modelHuman-calibrated LLM-as-a-JudgeLLM autograding with expert validationLLM-as-a-JudgeLLM-based anti-cheating judgmentLLM-based correctness judgingMandatory agentic judge protocolOfficial task verifier scoringReward-hack detection judgeRule-based anti-cheat checks