Table 9:

The original results (micro-F1 and accuracy) of five repetitions on Product2PT for significant analysis.

Models	Product2PT
	(macro-F1)					(accuracy)
LM(Bert-base) +Gnn(rgat)	0.7038	0.7044	0.6977	0.7051	0.7014	0.8133	0.8127	0.8149	0.8101	0.8108
${\text{LM}}_{\left(\text{BERT-BASE}\right)}^{*}+{\text{GNN}}_{\left(\text{rgat}\right)}$	0.7479	0.7486	0.7455	0.7455	0.7458	0.8435	0.8424	0.8406	0.8416	0.8415
GaLMrgat	0.7317	0.7314	0.7319	0.7287	0.7300	0.8311	0.8330	0.8321	0.8311	0.8302
${\text{GALM}}_{\text{rgat}}^{*}$	0.7491	0.7490	0.7449	0.7473	0.7466	0.8427	0.8437	0.8436	0.8427	0.8437
${\text{GALM}}_{\text{rgat}}^{*}+$	0.7813	0.7838	0.7838	0.7831	0.7856	0.8676	0.8660	0.8671	0.8672	0.8670