Accuracy and loss value results obtained by learning at intervals of 10 times up to 100 times for 4 data sets
Value | Epoch | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
10 | 20 | 30 | 40 | 50 | 60 | 70 | 80 | 90 | 100 | ||
Accuracy | PPL | 0.6000 | 0.6778 | 0.7667 | 0.7556 | 0.7778 | 0.8222 | 0.8333 | 0.8444 | 0.8556 | 0.9222 |
XPL | 0.5444 | 0.5778 | 0.6000 | 0.6222 | 0.5889 | 0.6111 | 0.6444 | 0.6667 | 0.6222 | 0.6556 | |
P+X | 0.6733 | 0.8800 | 0.7933 | 0.9067 | 0.8933 | 0.9067 | 0.8867 | 0.8333 | 0.8600 | 0.8333 | |
P+X+G | 0.6467 | 0.7733 | 0.8867 | 0.8000 | 0.8800 | 0.8733 | 0.8800 | 0.8867 | 0.8533 | 0.8933 | |
Loss | PPL | 0.0998 | 0.0699 | 0.0538 | 0.0542 | 0.0606 | 0.0419 | 0.0432 | 0.0365 | 0.0404 | 0.0213 |
XPL | 0.0893 | 0.0937 | 0.1018 | 0.1082 | 0.1148 | 0.0959 | 0.0900 | 0.0994 | 0.1041 | 0.0902 | |
P+X | 0.0753 | 0.0284 | 0.0532 | 0.0262 | 0.0249 | 0.0223 | 0.0347 | 0.0424 | 0.0355 | 0.0373 | |
P+X+G | 0.0726 | 0.0596 | 0.0316 | 0.0561 | 0.0352 | 0.0339 | 0.0292 | 0.0261 | 0.0357 | 0.0258 |