{
  "title": "Language school speaking prompt and response data for AI",
  "source_page": "https://fiund.com/industries/language-school-speaking-prompt-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A clear transcript can still belong to the wrong speaking prompt",
    "context": "Two original prompts and scripted text responses test content association. The packet uses no learner audio, real proficiency rating or licensed curriculum.",
    "records": [
      [
        "LS1",
        "Original prompt pair",
        "P1 asks for a fictional shop's opening day. P2 asks for its closing time."
      ],
      [
        "LS2",
        "Response artifact A",
        "Script says The shop opens on Monday. Container label says P2; transcript and scripted source agree on the words."
      ],
      [
        "LS3",
        "Response artifact B",
        "Script says It closes at six. Container label P1. No pronunciation recording or authorized proficiency score supplied."
      ]
    ],
    "question": "Which prompt does each response address by content, and which claims cannot be established from these text artifacts?",
    "answer": "LS1 and the scripted words in LS2 associate A with P1's opening-day question despite its P2 container label. LS3's closing-time response addresses P2 despite its P1 label. Flag both label mismatches for review rather than declaring the responses irrelevant from metadata alone. Text supports content matching here, but it supplies no evidence about pronunciation, audio quality or an individual's language proficiency.",
    "failureModes": [
      "Following swapped container labels while ignoring the explicit prompt-response content.",
      "Assigning a pronunciation or proficiency rating from text alone."
    ],
    "fields": [
      [
        "Prompt ID and exact question",
        "Defines the content being answered."
      ],
      [
        "Response words and source",
        "Makes the proposed content association inspectable."
      ],
      [
        "Container label conflict",
        "Preserves the metadata error for correction."
      ],
      [
        "Available modality",
        "Limits conclusions to text evidence."
      ]
    ],
    "holdout": "Change the fictional shop to opening at six and closing on Monday. Test whether the model follows the revised prompts rather than memorizing day-versus-time associations from this example.",
    "boundary": "Use original text or separately consented adult recordings with explicit audio, transcript and model-use rights. Exclude school recordings, learner identities and actual proficiency assessments."
  }
}