Stock movement classification on Astock in-distribution 1.0
66.89AccuracySelf-supervised SRLP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Self-supervised SRLPResource=News + Factors, Semantic Role A0=Masked, Semantic Role V=Adopted, Semantic Role A1=Adopted2022.06 | 66.89 | 66.92 | 66.95 | 66.92 | |
| Self-supervised SRLPResource=News + Factors, Semantic Role A0=Adopted, Semantic Role V=Masked, Semantic Role A1=Adopted2022.06 | 66.82 | 66.81 | 66.9 | 66.82 | |
| Self-supervised SRLPResource=News + Factors, Semantic Role A0=Adopted, Semantic Role V=Adopted, Semantic Role A1=Masked2022.06 | 65.54 | 65.53 | 65.62 | 65.5 | |
| Self-supervised SRLPResource=News + Factors, Semantic Role A0=Adopted, Semantic Role V=Masked, Semantic Role A1=Masked2022.06 | 65.34 | 65.21 | 65.43 | 65.43 | |
| Self-supervised SRLPResource=News + Factors, Semantic Role A0=Masked, Semantic Role V=Masked, Semantic Role A1=Adopted2022.06 | 65.27 | 65.35 | 65.24 | 65.77 | |
| SRLPResource=News + Factors, Semantic Role A0=Adopted, Semantic Role V=Adopted, Semantic Role A1=Adopted2022.06 | 64.79 | 64.85 | 64.79 | 65.26 | |
| Self-supervised SRLPResource=News + Factors, Semantic Role A0=Masked, Semantic Role V=Adopted, Semantic Role A1=Masked2022.06 | 64.59 | 64.62 | 64.63 | 64.65 | |
| Self-supervised SRLPResource=News, Semantic Role A0=Masked, Semantic Role V=Adopted, Semantic Role A1=Adopted2022.06 | 62.97 | 63.05 | 62.93 | 63.47 | |
| RoBERTa WWM ExtResource=News + Factors, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 62.49 | 62.54 | 62.51 | 62.59 | |
| Self-supervised SRLPResource=News, Semantic Role A0=Adopted, Semantic Role V=Adopted, Semantic Role A1=Masked2022.06 | 62.42 | 62.46 | 62.44 | 62.62 | |
| Self-supervised SRLPResource=News, Semantic Role A0=Adopted, Semantic Role V=Masked, Semantic Role A1=Adopted2022.06 | 62.36 | 62.32 | 62.43 | 62.64 | |
| Self-supervised SRLPResource=News, Semantic Role A0=Adopted, Semantic Role V=Masked, Semantic Role A1=Masked2022.06 | 62.15 | 62.15 | 62.15 | 62.59 | |
| SRLPResource=News, Semantic Role A0=Adopted, Semantic Role V=Adopted, Semantic Role A1=Adopted2022.06 | 61.76 | 61.69 | 61.62 | 61.87 | |
| RoBERTa WWM ExtResource=News, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 61.34 | 61.48 | 61.32 | 61.97 | |
| Self-supervised SRLPResource=News, Semantic Role A0=Masked, Semantic Role V=Masked, Semantic Role A1=Adopted2022.06 | 61.34 | 61.23 | 61.46 | 61.3 | |
| XLNET ChineseResource=News, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 61.14 | 61.19 | 61.09 | 61.6 | |
| Self-supervised SRLPResource=News, Semantic Role A0=Masked, Semantic Role V=Adopted, Semantic Role A1=Masked2022.06 | 61.07 | 61.11 | 61.11 | 61.11 | |
| ERNIE-SKEPResource=News, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 60.66 | 60.66 | 60.59 | 61.85 | |
| Bert ChineseResource=News, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 59.11 | 58.99 | 59.2 | 59.07 | |
| HAN StockResource=News, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 57.35 | 56.61 | 57.2 | 58.41 | |
| StockNetResource=News, Semantic Role A0=Not Adopted, Semantic Role V=Not Adopted, Semantic Role A1=Not Adopted2022.06 | 46.72 | 44.44 | 46.68 | 47.65 |