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muat-fourier-5-large-classifier
maximuspowers/muat-fourier-5-large-classifier
muat-fourier-5-large-classifier is a machine learning model from maximuspowers. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
This model was trained to classify which patterns a subject model was trained on, based on neuron activation signatures.
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At a glance
- Access
- Public
- Created
- Dec 5, 2025
- Updated
- Dec 5, 2025
- SHA
- 0d844ef1
Model card
From the Hugging Face model README
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-fourier-5-large
- 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:
palindromesorted_ascendingsorted_descendingalternatingcontains_abcstarts_withends_withno_repeatshas_majorityincreasing_pairsdecreasing_pairsvowel_consonantfirst_last_matchmountain_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: 0.1833
- F1 Micro: 0.2136
- Hamming Accuracy: 0.7002
- Exact Match Accuracy: 0.0030
- BCE Loss: 0.5040
Per-Pattern Performance (Test Set)
| Pattern | Precision | Recall | F1 Score |
|---|---|---|---|
| palindrome | 17.0% | 32.1% | 22.2% |
| sorted_ascending | 18.3% | 76.1% | 29.5% |
| sorted_descending | 10.9% | 93.1% | 19.5% |
| alternating | 13.1% | 62.6% | 21.6% |
| contains_abc | 11.6% | 98.9% | 20.7% |
| starts_with | 9.4% | 34.0% | 14.7% |
| ends_with | 81.1% | 35.3% | 49.2% |
| no_repeats | 13.3% | 8.3% | 10.3% |
| has_majority | 0.0% | 0.0% | 0.0% |
| increasing_pairs | 9.5% | 69.1% | 16.8% |
| decreasing_pairs | 13.2% | 99.1% | 23.3% |
| vowel_consonant | 0.0% | 0.0% | 0.0% |
| first_last_match | 7.1% | 3.2% | 4.4% |
| mountain_pattern | 19.7% | 32.4% | 24.5% |
- Created
- Dec 5, 2025
- Updated
- Dec 5, 2025