Three-way polarity classification on TeachScope (val) benchmark leaderboard · SOTA2 Research

Three-way polarity classification on TeachScope (val)

81.22Professionalism AccTeachPro

Evaluation Results

Method	Links
TeachPro2026.01		81.22	80.83	0.8117	0.0634	79.55	77.68	0.8278	0.0483	76.73	75.4	0.7758	0.0591	85.55	75.56	0.8479	0.032	79.39	74.11	0.6772	0.0408	80.49	76.72	0.7881	0.0487
TextCNN2026.01		72.4	72.17	0.6916	0.1598	71.99	68.7	0.738	0.1649	66.04	65.36	0.6687	0.1588	79.03	63.92	0.7196	0.1136	73.29	67.63	0.6017	0.1256	72.55	67.55	0.6839	0.1445
TinyBERT2026.01		63.12	64.55	0.5788	0.1289	71.62	68.05	0.7333	0.1911	60.3	51.82	0.5481	0.0698	79.03	54.88	0.6525	0.0368	73.6	65.93	0.5766	0.1212	69.54	61.05	0.6179	0.1096
LSTM2026.01		47.37	21.43	0.0003	0.0066	51.64	22.71	0.0005	0.0291	47.31	21.53	0.0012	0.0278	68.13	27.01	0	0.014	59.68	24.92	0	0.0151	54.83	23.52	0.0003	0.0185
BERT2026.01		47.37	21.43	0	0.0058	51.7	22.72	0	0.0264	47.26	21.4	0	0.0344	68.13	27.01	0	0.015	59.68	24.92	0	0.0348	54.83	23.49	0	0.0233
DistilBERT2026.01		47.37	21.43	0	0.0035	51.7	22.72	0	0.0022	47.26	21.4	0	0.0323	68.13	27.01	0	0.007	59.68	24.92	0	0.0176	54.83	23.49	0	0.0125
RoBERTa2026.01		47.37	21.43	0	0.0181	51.7	22.72	0	0.01	47.26	21.4	0	0.0418	68.13	27.01	0	0.0148	59.68	24.92	0	0.0356	54.83	23.49	0	0.0241
SpanBERT2026.01		47.37	21.43	0	0.002	51.7	22.72	0	0.0062	47.26	21.4	0	0.0239	68.13	27.01	0	0.0254	59.68	24.92	0	0.027	54.83	23.49	0	0.0169
StructBERT2026.01		47.37	21.43	0	0.0221	51.7	22.72	0	0.0301	47.26	21.4	0	0.0348	68.13	27.01	0	0.0043	59.68	24.92	0	0.0009	54.83	23.49	0	0.0184
ELECTRA2026.01		47.37	21.43	0	0.0047	51.7	22.72	0	0.0402	47.26	21.4	0	0.0011	68.13	27.01	0	0.0209	59.68	24.92	0	0.0215	54.83	23.49	0	0.0177
BART2026.01		47.37	21.43	0	0.0128	51.7	22.72	0	0.0097	47.26	21.4	0	0.0325	68.13	27.01	0	0.0054	59.68	24.92	0	0.0198	54.83	23.49	0	0.016