README.md

---
tags:
- pattern-classification
- multi-label-classification
datasets:
- maximuspowers/muat-mean-std
---

# Pattern Classifier

This model was trained to classify which patterns a subject model was trained on, based on neuron activation signatures.

## Dataset

- **Training Dataset**: [maximuspowers/muat-mean-std](https://huggingface.co/datasets/maximuspowers/muat-mean-std)
- **Input Mode**: signature
- **Number of Patterns**: 14

## Patterns

The model predicts which of the following 14 patterns the subject model was trained to classify as positive:

1. `palindrome`
2. `sorted_ascending`
3. `sorted_descending`
4. `alternating`
5. `contains_abc`
6. `starts_with`
7. `ends_with`
8. `no_repeats`
9. `has_majority`
10. `increasing_pairs`
11. `decreasing_pairs`
12. `vowel_consonant`
13. `first_last_match`
14. `mountain_pattern`

## Model Architecture

- **Signature Encoder**: [512, 256, 256, 128]
- **Activation**: relu
- **Dropout**: 0.2
- **Batch Normalization**: True

## Training Configuration

- **Optimizer**: adam
- **Learning Rate**: 0.001
- **Batch Size**: 16
- **Loss Function**: BCE with Logits (with pos_weight for training, unweighted for validation)

## Test Set Performance

- **F1 Macro**: 0.2832
- **F1 Micro**: 0.2498
- **Hamming Accuracy**: 0.7306
- **Exact Match Accuracy**: 0.0140
- **BCE Loss**: 0.4844

### Per-Pattern Performance (Test Set)

| Pattern | Precision | Recall | F1 Score |
|---------|-----------|--------|----------|
| palindrome | 11.1% | 89.8% | 19.8% |
| sorted_ascending | 59.7% | 56.6% | 58.1% |
| sorted_descending | 15.8% | 66.2% | 25.5% |
| alternating | 19.8% | 72.4% | 31.1% |
| contains_abc | 30.8% | 57.6% | 40.1% |
| starts_with | 9.1% | 59.4% | 15.8% |
| ends_with | 10.3% | 73.8% | 18.1% |
| no_repeats | 17.8% | 32.1% | 22.9% |
| has_majority | 33.3% | 60.5% | 43.0% |
| increasing_pairs | 23.3% | 35.3% | 28.1% |
| decreasing_pairs | 19.4% | 60.9% | 29.5% |
| vowel_consonant | 9.8% | 76.9% | 17.4% |
| first_last_match | 15.3% | 96.6% | 26.5% |
| mountain_pattern | 15.3% | 31.7% | 20.6% |