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  5. Ground Truth
Evaluation & Benchmarksaka Reference Label

Ground Truth

Ground truth is the reference answer, label, or measurement used to evaluate a prediction.

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It may come from direct observation, expert annotation, tests, or an agreed operational definition. Because references can be noisy or incomplete, evaluation should document how they were created and adjudicated.

Related terms

SWE-benchHallucinationF1 ScorePrecisionRHAE (Relative Human Action Efficiency)FrontierCode

Where Ground Truth comes up

  • Using Gemini to Spot Fake Cosmetics: A Multimodal LLM Case Study
  • Can AI Talk to Animals? Crow Vocalizations, a $10M Prize, and the Real Science
  • RLSVR/SpyRL: Turning "Who Is the Spy?" Into RL Training Signal
  • Top 50 AI Concepts Every Business Professional Should Know [2026]