Table 3.
The evaluation results of the proposed model and other models.
| Method | Dataset | |||||
|---|---|---|---|---|---|---|
| LegalQA | TrecQA | WikiQA | ||||
| MAP | MRR | MAP | MRR | MAP | MRR | |
| KABLSTM [113] | 0.751 | 0.790 | 0.792† | 0.844† | 0.732† | 0.749† |
| EATS [75] | 0.778 | 0.810 | 0.854† | 0.881† | 0.700† | 0.715† |
| AM-BLSTM [114] | 0.786 | 0.836 | 0.818 | 0.827 | 0.780 | 0.788 |
| BERT-Base [115] | 0.838 | 0.850 | 0.823 | 0.812 | 0.813† | 0.828† |
| DRCN [116] | 0.828 | 0.859 | 0.802 | 0.832 | 0.804† | 0.862† |
| P-CNN [117] | 0.715 | 0.729 | 0.680 | 0.698 | 0.734† | 0.737† |
| DARCNN [118] | 0.700 | 0.745 | 0.743 | 0.725 | 0.734† | 0.750† |
| DASL [119] | 0.804 | 0.816 | 0.824 | 0.831 | 0.768 | 0.795 |
| IKAAS [120] | 0.825† | 0.883† | 0.823† | 0.868† | 0.835 | 0.849 |
| AS + random weight | 0.758 ± 0.000 | 0.801 ± 0.001 | 0.796 ± 0.000 | 0.806 ± 0.002 | 0.771 ± 0.002 | 0.792 ± 0.009 |
| AS-BIABC | 0.788 ± 0.012 | 0.815 ± 0.008 | 0.802 ± 0.005 | 0.826 ± 0.002 | 0.803 ± 0.000 | 0.845 ± 0.025 |
| RLAS | 0.855 ± 0.102 | 0.872 ± 0.018 | 0.862 ± 0.014 | 0.883 ± 0.150 | 0.852 ± 0.025 | 0.876 ± 0.026 |
| RLAS-BIABC | 0.895 ± 0.020 | 0.912 ± 0.001 | 0.898 ± 0.015 | 0.906 ± 0.092 | 0.888 ± 0.036 | 0.891 ± 0.017 |
† indicates that the results are taken from the articles.