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. 2022 May 6;2022:7839840. doi: 10.1155/2022/7839840

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