Neuro-comma Files

Zip archive contains params.json with training params (we need this for configure our model's network), weights (*.pt) and logs. Just extract this archive in models/ directory. Expected directory structure after extraction:

models
└── repunct-model-new
    ├── logs
    │   └── repunct-model-new_logs.txt
    ├── params.json
    └── weights
        ├── weights_ep6_9912.pt
        └── _quantized_weights_ep5_9912.pt

Model evaluation metrics

Best validation Acc: 9912204619275377

Confusion Matrix:
    [22035741   102978     4773]
    [  107477  2112209     2878]
    [    7320     1558  1478818]
O:
    Precision: 0.9948
    Recall: 0.9951
    F1 score: 0.995
COMMA:
    Precision: 0.9528
    Recall: 0.9503
    F1 score: 0.9516
PERIOD:
    Precision: 0.9949
    Recall: 0.994
    F1 score: 0.9944
COMMA + PERIOD:
    Precision: 0.9697
    Recall: 0.9679
    F1 score: 0.9688