Imbalanced Regression on STS-B-DIR Many-shot (test)
0.795MSEVIR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIRBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.795 | 0.706 | 0.752 | 0.716 | |
| LDS + FDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.802 | 0.718 | 0.74 | 0.707 | |
| LDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.819 | 0.729 | 0.734 | 0.704 | |
| VAEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.833 | 0.721 | 0.724 | 0.674 | |
| DEEP ENSEMBLEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.846 | 0.723 | 0.723 | 0.689 | |
| VANILLABackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.851 | 0.74 | 0.72 | 0.688 | |
| FDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.851 | 0.74 | 0.724 | 0.692 | |
| LDS + FDS + DERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.88 | 0.757 | 0.714 | 0.68 | |
| INVBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.894 | 0.761 | 0.703 | 0.672 | |
| SMOGNBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.896 | 0.755 | 0.704 | 0.67 | |
| RANKSIMBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.908 | 0.759 | 0.706 | 0.673 | |
| DERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.912 | 0.772 | 0.711 | 0.672 | |
| SMOTERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.924 | 0.782 | 0.693 | 0.656 | |
| INFER NOISEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.98 | 0.745 | 0.711 | 0.681 |