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. 2025 Aug 22;15:30882. doi: 10.1038/s41598-025-05940-y

Table 6.

Error analysis of the NGOAI-ANER methodology with existing techniques.

Technique Inline graphic Inline graphic Inline graphic Inline graphic
NGOAI-ANER 2.14 4.48 4.49 4.48
BERT-BGRU 9.54 9.6 9.34 9.49
BRNN-ANER 5.06 12.27 13.49 12.88
AraBERT Model 7.24 13.01 12.63 15.8
CNN Model 6.71 14.72 14.38 14.9
GRU Model 8.95 14.91 14.64 14.84