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Relevance 7/10Prompting and EvaluationAdvanced7 min read

Tool Use Evaluation

Tool use evaluation scores how accurately models decide when and how to invoke external tools.

Why it matters for annotators

Tool-use quality is critical for agent-like model behavior.

Visual mental model

Task request -> tool call strategy -> correctness and safety scoring.

Examples (bad vs good)

Scenario: Real annotation scenario involving Tool Use Evaluation

Bad: Labeling quickly without applying project rubric.

Good: Applying rubric criteria, documenting rationale, and escalating uncertainty.

Common mistakes

  • Skipping guideline details for edge cases.
  • Applying inconsistent criteria across similar samples.
  • Avoiding escalation even when uncertain.

Submission checklist

  • Read the latest guideline update before each batch.
  • Apply rubric dimensions explicitly in each decision.
  • Escalate ambiguous items with concise rationale.