ROA Prediction on Firm posts dataset Tmax 15 posts threshold
3.3Partial R^2BERTopic
Evaluation Results
| Method | Links | |
|---|---|---|
| BERTopicType=Non-top, Char.=Behavior2026.04 | 3.3 | |
| Split(Proposed)Type=Non-top, Char.=Behavior2026.04 | 3 | |
| BERTopicType=Top, Char.=Behavior2026.04 | 1.8 | |
| NMFType=Non-top, Char.=Behavior2026.04 | 1.7 | |
| Split(Proposed)Type=Top, Char.=Attitude2026.04 | 1.5 | |
| BERTopicType=Top, Char.=Attitude2026.04 | 1.1 | |
| Split(Proposed)Type=Top, Char.=Ability2026.04 | 1 | |
| Split(Proposed)Type=Top, Char.=Behavior2026.04 | 0.9 | |
| BERTopicType=Non-top, Char.=Attitude2026.04 | 0.9 | |
| NMFType=Non-top, Char.=Ability2026.04 | 0.9 | |
| NMFType=Top, Char.=Attitude2026.04 | 0.8 | |
| NMFType=Top, Char.=Behavior2026.04 | 0.5 | |
| NMFType=Top, Char.=Ability2026.04 | 0.3 | |
| BERTopicType=Top, Char.=Ability2026.04 | 0.2 | |
| NMFType=Non-top, Char.=Attitude2026.04 | 0.1 | |
| Split(Proposed)Type=Non-top, Char.=Attitude2026.04 | 0.1 | |
| BERTopicType=Non-top, Char.=Ability2026.04 | 0 | |
| Split(Proposed)Type=Non-top, Char.=Ability2026.04 | 0 |