Table 5 Analysis of ablation experiment results.

Dataset	Metric	\(GF_R\)	\(GF_L\)	\(GF_{NOL}\)	\(GF_{NOH}\)	\(\text{GF}_{\text{AVT}}\)	\(GF_{NONH}\)	GF
AMiner	Macro-F1	0.863	0.885	0.872	0.857	0.854	0.866	0.903
	Micro-F1	0.864	0.883	0.874	0.853	0.876	0.865	0.908
	ROC-AUC	0.785	0.793	0.793	0.772	0.792	0.790	0.811
	F1	0.784	0.782	0.784	0.745	0.775	0.782	0.786
DBLP	Macro-F1	0.883	0.894	0.913	0.892	0.903	0.915	0.945
	Micro-F1	0.882	0.892	0.926	0.897	0.915	0.928	0.952
	ROC-AUC	0.854	0.881	0.870	0.844	0.875	0.874	0.899
	F1	0.856	0.875	0.877	0.836	0.882	0.861	0.899
IMDB	Macro-F1	0.762	0.773	0.765	0.753	0.762	0.771	0.784
	Micro-F1	0.748	0.787	0.774	0.746	0.781	0.775	0.796
	ROC-AUC	0.924	0.932	0.922	0.914	0.925	0.932	0.960
	F1	0.935	0.937	0.923	0.919	0.938	0.935	0.954

Quick links

Search