specific method · filed under evaluation
LLM-based correctness judging
An LLM judging pipeline checks reasoning trajectories against a reference answer.
Also called LLM-based judging pipeline.
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How sources treat it
One count per evidence span, weakest treatment to strongest.
used 1
Documented in
Evidence
1 span quoted from the sources, strongest treatment first.
We then check each trajectory against the reference answer using an LLM-based judging pipeline
usedunclearin Nemotron 3 UltraNVIDIA
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 external API usage inspectionMandatory agentic judge protocolOfficial task verifier scoringReward-hack detection judgeRule-based anti-cheat checks