Imbalanced Regression on STS-B-DIR Medium-shot (test)
0.899MSEVIR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIRBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.899 | 0.779 | 0.696 | 0.586 | |
| RANKSIMBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 0.911 | 0.786 | 0.69 | 0.493 | |
| FDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.225 | 0.914 | 0.667 | 0.552 | |
| LDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.319 | 0.97 | 0.638 | 0.556 | |
| SMOGNBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.327 | 0.967 | 0.655 | 0.551 | |
| LDS + FDSBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.363 | 0.986 | 0.652 | 0.549 | |
| DERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.368 | 0.989 | 0.646 | 0.519 | |
| INFER NOISEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.408 | 0.977 | 0.631 | 0.508 | |
| INVBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.482 | 1.016 | 0.625 | 0.541 | |
| DEEP ENSEMBLEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.496 | 1.096 | 0.619 | 0.501 | |
| VAEBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.511 | 1.04 | 0.621 | 0.501 | |
| VANILLABackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.52 | 1.043 | 0.627 | 0.505 | |
| LDS + FDS + DERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.535 | 1.046 | 0.635 | 0.526 | |
| SMOTERBackbone=BiLSTM, Word Embeddings=GloVe-300D, Weighting Strategy=SQINV, Batch Size=256, Optimizer=Adam2023.06 | 1.542 | 1.052 | 0.653 | 0.556 |