From: Arabic aspect sentiment polarity classification using BERT
Models | Datasets | ||
---|---|---|---|
Arabic hotel reviews | Arabic news | HAAD | |
Baseline | 76.4 | 61.47 | 29.70 |
LSTM | 81.49 | 74.81 | 52.30 |
TD-LSTM | 81.79 | 76.62 | 54.26 |
AB-LSTM-PC | 82.60 | 77.11 | 58.08 |
INSIGHT-1 (CNN) | 82.71 | – | – |
HP-LSTM | 82.80 | – | – |
IAN-BGRU | 83.98 | 78.78 | 68.62 |
MBRA | 87.31 | – | – |
BERT-linear-single | 85.93 | 82.12 | 68.25 |
BERT-linear-pair | 89.51 | 85.73 | 73.23 |