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. 2023 Jul 28;9:e1488. doi: 10.7717/peerj-cs.1488

Table 4. Quantitative comparison of model variants with different head numbers on the reducedresolution QB testing set.

The best results are bold. H is the number of heads in the MHSA mechanism.

H SAM ERGAS sCC Q4 Dλ DS HQNR
1 1.1138 ± 0.4043 0.7738 ± 0.2898 0.9917 ± 0.0049 0.9488 ± 0.0651 0.0267 ± 0.0211 0.0426 ± 0.0392 0.9324 ± 0.0527
2 1.1575 ± 0.4212 0.8070 ± 0.3019 0.9909 ± 0.0053 0.9455 ± 0.0671 0.0304 ± 0.0258 0.0464 ± 0.0447 0.9255 ± 0.0617
4 1.1655 ± 0.4227 0.8138 ± 0.3033 0.9908 ± 0.0053 0.9449 ± 0.0672 0.0289 ± 0.0240 0.0448 ± 0.0448 0.9284 ± 0.0604
Ideal value 0 0 1 1 0 0 1