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E_BERT in our paper Targeting Transparency: Early Evidence on Mandatory Adoption of European Sustainability Reporting Standards.
We use the model to classify sentences from firms' sustainability reports.| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.5477 | 1.0 | 650 | 0.2079 | 0.9441 | 0.9009 | 0.9329 | 0.8768 |
| 0.1794 | 2.0 | 1300 | 0.1848 | 0.9485 | 0.9124 | 0.9029 | 0.9272 |
| 0.1159 | 3.0 | 1950 | 0.1852 | 0.9597 | 0.9148 | 0.9366 | 0.8953 |
| 0.0663 | 4.0 | 2600 | 0.1574 | 0.9658 | 0.9300 | 0.9279 | 0.9334 |
| 0.0442 | 5.0 | 3250 | 0.1778 | 0.9675 | 0.9400 | 0.9437 | 0.9390 |
| 0.0296 | 6.0 | 3900 | 0.2086 | 0.9662 | 0.9404 | 0.9410 | 0.9412 |
| 0.0151 | 7.0 | 4550 | 0.2398 | 0.9684 | 0.9428 | 0.9527 | 0.9358 |
| 0.0119 | 8.0 | 5200 | 0.2314 | 0.9706 | 0.9435 | 0.9443 | 0.9437 |
| 0.0133 | 9.0 | 5850 | 0.2175 | 0.9693 | 0.9384 | 0.9331 | 0.9442 |
| 0.0093 | 10.0 | 6500 | 0.2470 | 0.9667 | 0.9360 | 0.9323 | 0.9405 |
| 0.0075 | 11.0 | 7150 | 0.2206 | 0.9710 | 0.9462 | 0.9475 | 0.9454 |
| 0.0018 | 12.0 | 7800 | 0.2476 | 0.9684 | 0.9433 | 0.9517 | 0.9364 |
| 0.0031 | 13.0 | 8450 | 0.2496 | 0.9684 | 0.9398 | 0.9371 | 0.9429 |
| 0.0014 | 14.0 | 9100 | 0.2439 | 0.9693 | 0.9415 | 0.9430 | 0.9405 |