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. 2026 Jul 6;27:786. doi: 10.1186/s12864-026-13128-5

Table 3.

Results of the ablation analysis of the GNCM on test dataset

Algorithm Accuracy F1 Precision Recall Cross-Entropy Loss
GNCM with parameter embedding dim = 150 0.9960 0.9957 0.9947 0.9967 0.0126
GNCM with parameter embedding dim = 100 0.9757 0.9745 0.9700 0.9804 0.0328
GNCM with parameter embedding dim = 50 0.9676 0.9659 0.9627 0.9698 0.0752
GNCM with parameter embedding dim = 30 0.9474 0.9453 0.9393 0.9555 0.1173
BiGRU with parameter embedding dim = 150 0.7530 0.6998 0.7845 0.6919 0.5443