Imbalanced Regression on STS-B-DIR All (test)
0.892MSEVIR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIRBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.892 | 0.74 | 0.776 | 0.775 | |
| RANKSIMBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.903 | 0.761 | 0.758 | 0.758 | |
| LDS + FDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.907 | 0.766 | 0.76 | 0.764 | |
| LDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.914 | 0.773 | 0.756 | 0.761 | |
| FDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.927 | 0.771 | 0.75 | 0.752 | |
| INFER NOISEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.954 | 0.795 | 0.747 | 0.742 | |
| VAEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.968 | 0.782 | 0.751 | 0.752 | |
| DEEP ENSEMBLEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.972 | 0.791 | 0.746 | 0.741 | |
| VANILLABackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.974 | 0.794 | 0.742 | 0.744 | |
| SMOGNBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.99 | 0.798 | 0.732 | 0.732 | |
| DERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.001 | 0.812 | 0.732 | 0.731 | |
| INVBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.005 | 0.805 | 0.728 | 0.731 | |
| LDS + FDS + DERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.007 | 0.812 | 0.729 | 0.73 | |
| SMOTERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.046 | 0.834 | 0.726 | 0.726 |