Bloom's Taxonomy Classifier
Model Description
This model classifies educational learning objectives according to Bloom's Taxonomy (revised version), which categorizes cognitive processes into six progressive levels of complexity.
Taxonomy Levels
- Level 0: Remember - Recall facts and basic concepts
- Level 1: Understand - Explain ideas or concepts
- Level 2: Apply - Use information in new situations
- Level 3: Analyze - Draw connections among ideas
- Level 4: Evaluate - Justify decisions or positions
- Level 5: Create - Produce new or original work
Model Details
- Model Type: BERT-based sequence classification
- Base Model:
bert-base-uncased - Fine-tuned on: Custom dataset of educational learning objectives
- Language: English
- License: Apache 2.0
Training Data
- Dataset Size: Educational learning objectives across multiple domains
- Domains: STEM, Humanities, Social Sciences, Professional Skills
- Balance: Stratified across all six taxonomy levels
Usage
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