Intent Classification on Books Intent proprietary (test)
91.78AccuracyLSTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSTMCompression=Uncompressed, R(%)=02018.11 | 91.78 | 29.34 | |
| Low Rank Matrix FactorizationBackbone=LSTM, R(%)=10, Strategy=Proposed2018.11 | 91.71 | 26.76 | |
| Low Rank Matrix FactorizationBackbone=LSTM, R(%)=30, Strategy=Proposed2018.11 | 91.63 | 21.69 | |
| Low Rank Matrix FactorizationBackbone=LSTM, R(%)=50, Strategy=Proposed2018.11 | 91.54 | 16.62 | |
| Low Rank Matrix FactorizationBackbone=LSTM, R(%)=70, Strategy=Proposed2018.11 | 91.47 | 10.31 | |
| Offline CompressionBackbone=LSTM, R(%)=10, Strategy=Baseline 22018.11 | 91.07 | 26.76 | |
| Offline CompressionBackbone=LSTM, R(%)=30, Strategy=Baseline 22018.11 | 90.97 | 21.69 | |
| Low Rank Matrix FactorizationBackbone=LSTM, R(%)=90, Strategy=Proposed2018.11 | 90.94 | 4.89 | |
| Offline CompressionBackbone=LSTM, R(%)=50, Strategy=Baseline 22018.11 | 90.87 | 16.62 | |
| Offline CompressionBackbone=LSTM, R(%)=70, Strategy=Baseline 22018.11 | 90.58 | 10.31 | |
| DAN-RANDCompression=Uncompressed, R(%)=02018.11 | 90.18 | 37.03 | |
| Quantized LSTM (Baseline 1)Bit-width=16 bit, R(%)=502018.11 | 90.16 | 17.92 | |
| Low Rank Matrix FactorizationBackbone=DAN-RAND, R(%)=10, Strategy=Proposed2018.11 | 90.15 | 33.96 | |
| Low Rank Matrix FactorizationBackbone=DAN-RAND, R(%)=30, Strategy=Proposed2018.11 | 90.12 | 29.43 | |
| Quantized LSTM (Baseline 1)Bit-width=8 bit, R(%)=752018.11 | 89.96 | 10.05 | |
| Offline CompressionBackbone=LSTM, R(%)=90, Strategy=Baseline 22018.11 | 89.83 | 4.89 | |
| Low Rank Matrix FactorizationBackbone=DAN-RAND, R(%)=70, Strategy=Proposed2018.11 | 89.55 | 18.21 | |
| Low Rank Matrix FactorizationBackbone=DAN-RAND, R(%)=50, Strategy=Proposed2018.11 | 89.47 | 23.16 | |
| Quantized DAN-RAND (Baseline 1)Bit-width=16 bit, R(%)=502018.11 | 89.38 | 25.68 | |
| Low Rank Matrix FactorizationBackbone=DAN-RAND, R(%)=90, Strategy=Proposed2018.11 | 89.23 | 13.08 | |
| Quantized DAN-RAND (Baseline 1)Bit-width=8 bit, R(%)=752018.11 | 88.86 | 16.41 | |
| Offline CompressionBackbone=DAN-RAND, R(%)=10, Strategy=Baseline 22018.11 | 87.35 | 33.96 | |
| Offline CompressionBackbone=DAN-RAND, R(%)=30, Strategy=Baseline 22018.11 | 87.34 | 29.43 | |
| Offline CompressionBackbone=DAN-RAND, R(%)=50, Strategy=Baseline 22018.11 | 87.14 | 23.16 | |
| Offline CompressionBackbone=DAN-RAND, R(%)=70, Strategy=Baseline 22018.11 | 86.15 | 18.21 | |
| Offline CompressionBackbone=DAN-RAND, R(%)=90, Strategy=Baseline 22018.11 | 83.72 | 13.08 |