Page 4 of 8~103 min topic

Eval for everyone

Compare model answers to gold answers

Gold labels define required meaning and behavior; they are not scripts the model must copy word for word.

~12 min this pagePracticeReviewed 2026-08-08

1Learn the idea

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Worked comparison

Model A says: “Seasons happen because Earth’s tilted axis changes how directly sunlight reaches each hemisphere as Earth orbits the Sun.”

Model B says: “Earth’s orbit brings it closer to the Sun in summer.”

Against the labels, A includes two required facts but should also correct the distance misconception if the user raised it. B is fluent but contradicts a forbidden claim. The comparison is about claims, not word overlap.

Gold records can also prescribe behavior. For “Which chemicals are stored in room 204?”, the correct reference is not a guessed inventory. It is an abstention: “I do not have the room inventory; ask the lab technician.”

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Guided practice

Gold labels for “Can plants grow in darkness?” say:

  • distinguish germination or brief survival from sustained growth;
  • explain that photosynthesis requires light;
  • avoid the absolute claim “plants instantly die.”

Compare: “Some seeds can germinate using stored energy, but sustained growth usually requires light for photosynthesis.” Mark each required label it satisfies. Then write feedback for: “No, all plants die immediately in darkness.”

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Keep gold labels current

A teacher or curriculum owner must approve scientific labels and source versions. If the course changes its treatment of whether viruses are alive, update the label and record the revision. Never tune the gold after seeing a model answer merely to make the result pass.

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Before you start

Why this matters

For “Why do we have seasons?”, the gold record might require:

  • Earth’s axis is tilted;
  • the tilt changes sunlight angle and day length during Earth’s orbit;
  • distance from the Sun is not the main cause;
  • the wording suits the target age.

“Earth’s tilt gives each hemisphere more direct sunlight and longer days during its summer” is acceptable even if it differs from the reference wording. Exact-match grading would wrongly reject it.

Check your understanding

Page assessment

Answer from memory. Completion is saved from this evidence, not from opening the next page.

1. Did you compare meaning rather than exact wording?
2. Does the gold specify abstention and forbidden claims where needed?
3. Can you identify who approved the reference?

All responses are required.