Table 3.

Experimental results for Agency and Sociality.

Models	Agency		Sociality
	Accuracy	F1	Accuracy	F1
bert_base	0.8543	0.8969	0.9249	0.9332
happybert_base	0.8545	0.8959	0.9264	0.9347
bert+attention	0.8515	0.8955	0.9247	0.9330
happybert+attention	0.8516	0.8943	0.9244	0.9324
bert+grulstm	0.8531	0.8983	0.9203	0.9289
happybert+grulstm	0.8491	0.8968	0.9197	0.9289
bert_last2embeddingcls	0.8512	0.8980	0.9157	0.9291
happybert_last2embeddingcls	0.8530	0.8982	0.9197	0.9289
bert_last3embedding	0.8516	0.8955	0.9159	0.9278
happybert_last3embedding	0.8528	0.8986	0.9189	0.9305
bert+gru	0.8497	0.8964	0.9255	0.9335
happybert+gru	0.8532	0.8969	0.9260	0.9340
bert+dpcnn	0.8514	0.8948	0.9253	0.9332
happybert+dpcnn	0.8567	0.8958	0.9268	0.9350
bert_last3embeddingcls	0.8522	0.8978	0.9200	0.9285
happybert_last3embeddingcls	0.8536	0.8987	0.9180	0.9272
all_voting	0.8554	0.8997	0.9268	0.9349
best_com_voting	0.8574	0.9000	0.9280	0.9360
best_com_pse	0.8653	0.9126	0.9367	0.9491