Table 5.
The performance of other methods for initialization.
| Method | Dataset | |||||
|---|---|---|---|---|---|---|
| LegalQA | TrecQA | WikiQA | ||||
| MAP | MRR | MAP | MRR | MAP | MRR | |
| RLAS-BGDM | 0.796 ± 0.002 | 0.819 ± 0.026 | 0.824 ± 0.093 | 0.836 ± 0.026 | 0.810 ± 0.056 | 0.825 ± 0.136 |
| RLAS-BGDA | 0.783 ± 0.125 | 0.776 ± 0.095 | 0.769 ± 0.025 | 0.786 ± 0.269 | 0.745 ± 0.136 | 0.761 ± 0.002 |
| RLAS-BGDMA | 0.791 ± 0.005 | 0.772 ± 0.103 | 0.796 ± 0.126 | 0.812 ± 0.236 | 0.793 ± 0.026 | 0.793 ± 0.005 |
| RLAS-BOSS | 0.810 ± 0.136 | 0.814 ± 0.004 | 0.853 ± 0.023 | 0.863 ± 0.026 | 0.840 ± 0.027 | 0.855 ± 0.127 |
| RLAS-BBR | 0.842 ± 0.009 | 0.853 ± 0.000 | 0.860 ± 0.036 | 0.878 ± 0.120 | 0.852 ± 0.103 | 0.870 ± 0.035 |
| RLAS-BGWO | 0.771 ± 0.205 | 0.783 ± 0.018 | 0.755 ± 0.072 | 0.781 ± 0.126 | 0.755 ± 0.025 | 0.773 ± 0.026 |
| RLAS-BBAT | 0.862 ± 0.003 | 0.818 ± 0.019 | 0.876 ± 0.093 | 0.880 ± 0.239 | 0.852 ± 0.061 | 0.873 ± 0.082 |
| RLAS-BDA | 0.816 ± 0.072 | 0.829 ± 0.022 | 0.863 ± 0.002 | 0.883 ± 0.056 | 0.836 ± 0.082 | 0.862 ± 0.091 |
| RLAS-BSSA | 0.747 ± 0.029 | 0.769 ± 0.072 | 0.750 ± 0.042 | 0.763 ± 0.025 | 0.746 ± 0.041 | 0.755 ± 0.001 |
| RLAS-BCOA | 0.860 ± 0.085 | 0.889 ± 0.089 | 0.882 ± 0.063 | 0.897 ± 0.237 | 0.872 ± 0.093 | 0.862 ± 0.017 |
| RLAS-BHMS | 0.849 ± 0.002 | 0.880 ± 0.123 | 0.879 ± 0.090 | 0.893 ± 0.036 | 0.840 ± 0.100 | 0.870 ± 0.009 |
| RLAS-BGDM | 0.752 ± 0.012 | 0.753 ± 0.027 | 0.769 ± 0.058 | 0.789 ± 0.085 | 0.731 ± 0.000 | 0.760 ± 0.018 |
| RLAS-BABC | 0.875 ± 0.004 | 0.906 ± 0.021 | 0.888 ± 0.046 | 0.900 ± 0.082 | 0.878 ± 0.016 | 0.889 ± 0.023 |