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roberta-base for classifying student coding check-ins into 4 articulation levels.| ID | Label | Description |
|---|---|---|
| 0 | Minimal | Vague, no technical detail |
| 1 | Basic | Names a tool or action, no implementation detail |
| 2 | Developing | Specific and technical but incomplete |
| 3 | Proficient | Full technical ownership — implementation, reasoning, testing |
1from transformers import pipeline
2
3classifier = pipeline(
4 "text-classification",
5 model="your-username/roberta-articulation-classifier"
6)
7
8result = classifier("I implemented JWT auth with refresh token rotation and wrote integration tests.")
9print(result)
10# [{'label': 'Proficient', 'score': 0.92}]roberta-base