Frustration detector in tutoring chat
Judges: one student message. Questions: noul:frustrated; noul:disengaged. Action: Trigger encouragement or human tutor handoff.
AA clean typed decision (yes/no, a pick from a list, or a level on a scale) that is concrete, repeats routinely, and has meaningful value.4.97
Key facts
- Vertical
- Education
- Function
- Research & education
- Status
- Idea
- Volume
- high
- Value
- meaningful
- Risk
- moderate
- Evidence
- —
- Flags
- None
Build this with a classifier
Define a typed decision with a bounded answer, then evaluate it on examples.
{
"decision_type": "choice",
"question": "Does this input match the decision in “Frustration detector in tutoring chat”?",
"input": "<input to classify>",
"output": "one label from a fixed list"
}Related use cases
Cite this
Copy a link in your preferred format.