Table 6.
The results of various loss functions on the model.
| Model | Dataset | |||||
|---|---|---|---|---|---|---|
| LegalQA | TrecQA | WikiQA | ||||
| MAP | MRR | MAP | MRR | MAP | MRR | |
| AS-BIABC + WCE | 0.781 ± 0.002 | 0.819 ± 0.026 | 0.772 ± 0.005 | 0.780 ± 0.145 | 0.795 ± 0.010 | 0.792 ± 0.012 |
| AS-BIABC + BCE | 0.789 ± 0.000 | 0.812 ± 0.120 | 0.786 ± 0.073 | 0.804 ± 0.025 | 0.783 ± 0.074 | 0.814 ± 0.002 |
| AS-BIABC + FL | 0.842 ± 0.048 | 0.838 ± 0.056 | 0.839 ± 0.090 | 0.829 ± 0.012 | 0.832 ± 0.005 | 0.822 ± 0.006 |
| AS-BIABC + DL | 0.838 ± 0.089 | 0.808 ± 0.135 | 0.810 ± 0.074 | 0.770 ± 0.203 | 0.806 ± 0.082 | 0.804 ± 0.120 |
| AS-BIABC + TL | 0.785 ± 0.096 | 0.783 ± 0.582 | 0.821 ± 0.006 | 0.800 ± 0.041 | 0.823 ± 0.018 | 0.799 ± 0.005 |