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Opinion Term Extraction on 14res SemEval 2014 (test)

87.3PrecisionARGCN
51.253660.611869.9779.3282Nov 5, 2019Jan 29, 2020Apr 23, 2020Jul 17, 2020Oct 10, 2020Jan 3, 2021Mar 29, 2021

Evaluation results

MethodLinks
ARGCNbackbone=BERT2021.0387.383.585.4
ARGCN2021.0386.682.784.6
PBFvariant=without A2021.0385.986.386.1
PBFvariant=without P2021.0385.78786.3
PBF2021.0385.586.285.9
LOTN2020.018480.5282.21
LOTN2020.108480.5282.21
LOTN2021.038480.582.2
ONG2020.1083.2381.4682.33
ONG2021.0383.281.482.3
IOG2019.1182.8577.3880.02
IOG2020.1082.8577.3880.02
IOG2021.0382.877.380
IOG2020.0182.3878.2580.23
Our-TGvariant=Target-Guided variant2019.1181.7784.883.21
Ourdescription=Full ASTE framework2019.1181.7280.3982.45
Li-unified-Rdescription=derived from Li-unified2019.1181.283.1882.13
RINANTE2019.1181.0672.0576.29
Our-Tvariant=Eliminates loss L^T from training2019.1180.6185.3882.88
Our-BLSTM-OPTarchitecture=BLSTM with OPT tag prediction2019.1180.4186.1983.15
PE-BiLSTM2020.0180.176.5178.26
Pipeline2020.0177.7262.3369.18
Pipeline2020.1077.7262.3369.18
CMLA2019.1169.4774.5371.91
TC-BiLSTM2020.0167.6567.6767.61
TC-BiLSTM2020.1067.6567.6767.61
Dependency rule2019.1164.5752.7258.04
Dependency-rule2020.0164.5752.7258.04
Dependency-rule2020.1064.5752.7258.04
Distance rule2019.1158.3943.5949.92
Distance-rule2020.0158.3943.5949.92
Distance-rule2020.1058.3943.5949.92
BiLSTM2020.0158.3461.7359.95
BiLSTM2020.1058.3461.7359.95
PBFvariant=without AP2021.0357.966.261.6
LSTM2020.0152.6465.4758.34
LSTM2020.1052.6465.4758.34