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Opinion Polarity Detection on MPQA

93.3Accuracy

AdaSent

Updated 27d ago

Evaluation Results

Method	Links
AdaSent 2015.04		93.3
ADASENT 2017.04		93.3
FADS-ICL 2024.05		91.1
BRNN 2015.04		90.3
LM+TSED+PT+2L 2019.05		90.15
RNN 2015.04		90.1
STM+TSED+PT+2L 2019.05		89.95
NLM+TSED+PT+2L 2019.05		89.92
STM+TSED+PT+2L 2019.05		89.83
LSTM-400 2019.05		89.73
NLM+TSED 2019.05		89.63
NLM+TSED+PT+2L 2019.05		89.61
CNN-static 2014.08		89.6
CNN 2015.04		89.6
CNN 2017.04		89.6
STM+TSED 2019.05		89.6
LM+TSED 2019.05		89.59
CNN-non-static 2014.08		89.5
LM+TSED+PT+2L 2019.05		89.44
CNN-multichannel 2014.08		89.4
SKIPTHOUGHT 2017.04		89.3
LM+TSED 2019.05		89.14
STM+TSED 2019.05		89.13
ICL 2024.05		89.1
NLM+TSED 2019.05		88.9
CNN-400 2019.05		88.78
IS-BERT_base 2022.03		88.75
SCD-BERT_base 2022.03		88.67
Avg. BERT embeddings 2022.03		88.66
ENC 2019.05		88.65
SimCSE-BERT_base 2022.03		88.6
BYTE MLSTM 2017.04		88.5
BERT [CLS]-embedding 2022.03		88.21
SCD-RoBERTa_base 2022.03		88.19
USE_T+DAN (w2v w.e.) 2018.03		88.14
FADS-ICL 2024.05		88
FADS-ICL 2024.05		88
SKIPTHOUGHT 2017.04		87.9
GloVe embeddings (avg.) 2022.03		87.85
FADS-ICL 2024.05		87.7
GPT Large FT 2024.05		87.6
ICL 2024.05		87.6
USE_T+CNN (w2v w.e.) 2018.03		87.32
FADS-ICL 2024.05		87.3
FADS-ICL 2024.05		87.3
CCAE 2014.08		87.2
DictRep BOW+embs. 2016.02		87.2
USE_T+DAN (lrn w.e.) 2018.03		87.14
SkipThought 2016.02		87.1
Skip-thought 2022.03		87.1
USE_D+DAN (w2v w.e.) 2018.03		87.01
ICL 2024.05		87
USE T 2018.03		86.98
SDAE+embs. 2016.02		86.9
SDAE 2017.04		86.9
USE_T+CNN (lrn w.e.) 2018.03		86.85
ICL 2024.05		86.8
SimCSE-RoBERTa_base 2022.03		86.63
RAE 2014.08		86.4
RAE 2015.04		86.4
CBOW 2015.04		86.4
CNN-50 2019.05		86.4
Sent-Parser 2014.08		86.3
NBSVM 2014.08		86.3
MNB 2014.08		86.3
F-Dropout 2014.08		86.3
NB-SVM 2015.04		86.3
MNB 2015.04		86.3
NBSVM 2017.04		86.3
SAE+embs. 2016.02		86.2
CPHRASE 2016.02		86.2
G-Dropout 2014.08		86.1
Tree-CRF 2014.08		86.1
USE_D+DAN (lrn w.e.) 2018.03		85.97
FADS-ICL 2024.05		85.9
USE_D+CNN (w2v w.e.) 2018.03		85.87
FADS-ICL 2024.05		85.8
LSTM-50 2019.05		85.66
USE_D+CNN (lrn w.e.) 2018.03		85.53
ICL 2024.05		85.5
ICL 2024.05		85.5
kNN-prompt 2024.05		85.5
USE D 2018.03		85.38
FADS-ICL 2024.05		84.8
FADS-ICL 2024.05		84.8
FADS-ICL 2024.05		84.8
kNN-prompting 2024.05		84.6
GrConv 2015.04		84.5
kNN-prompting 2024.05		84.5
kNN-prompting 2024.05		84.4
kNN-prompt 2024.05		84.3
kNN-prompt 2024.05		84.3
kNN-prompting 2024.05		84.3
kNN-prompt 2024.05		84.3
FADS-ICL 2024.05		84.2
RoBERTa [CLS]-embedding 2022.03		84.18
kNN-prompting 2024.05		84.1
ICL 2024.05		83.9
kNN-prompting 2024.05		83.9
GNN 2025.07		83.73

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