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Question Classification on TREC

98.07Accuracy

USE_T+CNN (w2v w.e.)

Updated 3d ago

Evaluation Results

Method	Links
USE_T+CNN (w2v w.e.) 2018.03		98.07
USE_D+CNN (lrn w.e.) 2018.03		97.71
USE_D+CNN (w2v w.e.) 2018.03		97.67
BAE: BERT 2021.04		97.6
USE_T+CNN (lrn w.e.) 2018.03		97.44
CNN (w2v w.e.) 2018.03		97.32
CNN+MCFA 2018.06		96.8
MUPPET 2022.12		96.8
ROBERTa-CL 2020.10		96.68
USE_T+DAN (lrn w.e.) 2018.03		96.6
CNN+B1 2018.06		96.4
CNN+B2 2018.06		96.4
BLSTM-2DCNN 2016.11		96.1
CNN+MCFA 2018.06		96
TBCNN 2016.11		96
USE_D+DAN (lrn w.e.) 2018.03		95.86
CNN (lrn w.e.) 2018.03		95.82
DSCNN 2018.06		95.6
USE_T+DAN (w2v w.e.) 2018.03		95.51
Dep-CNN 2018.06		95.4
CNN+B1 2018.06		95.4
CNN+B2 2018.06		95.4
CNN+MCFA 2018.06		95.4
DSCNN 2016.11		95.4
CNN+B2 2018.06		95.2
FADS-ICL 2024.05		95.2
FADS-ICL 2024.05		95.2
SVMs 2014.08		95
CNN+B1 2018.06		95
FADS-ICL 2024.05		95
BLSTM-2DPooling 2016.11		94.8
USE_D+DAN (w2v w.e.) 2018.03		94.72
C-LSTM 2016.11		94.6
TopCNN 2018.06		94
DAN (lrn w.e.) 2018.03		93.88
BLSTM-Att 2016.11		93.8
FADS-ICL 2024.05		93.8
CNN-non-static 2014.08		93.6
CNN 2018.06		93.6
CNN 2015.04		93.6
CNN-non-static 2016.11		93.6
CNN-400 2019.05		93.6
FADS-ICL 2024.05		93.6
STM+TSED+PT+2L 2019.05		93.48
DCNN 2014.08		93
DCNN 2015.04		93
DCNN 2016.11		93
BLSTM 2016.11		93
FADS-ICL 2024.05		93
STM+TSED+PT+2L 2019.05		92.96
CNN-static 2014.08		92.8
NLM+TSED+PT+2L 2019.05		92.8
Avg. BERT embeddings 2022.03		92.8
STM+TSED 2019.05		92.76
LM+TSED+PT+2L 2019.05		92.58
LM+TSED 2019.05		92.56
USE T 2018.03		92.51
TopCNN 2018.06		92.5
LM+TSED 2019.05		92.48
AdaSent 2018.06		92.4
AdaSent 2015.04		92.4
AdaSent 2016.11		92.4
NLM+TSED 2019.05		92.36
STM+TSED 2019.05		92.36
CNN-multichannel 2014.08		92.2
SkipThought 2016.02		92.2
combine-skip 2016.11		92.2
Skip-thought 2022.03		92.2
NLM+TSED+PT+2L 2019.05		92.08
TopCNN 2018.06		92
CNN-MC 2016.11		92
LSTM-400 2019.05		92
LM+TSED+PT+2L 2019.05		91.91
P.V. 2015.04		91.8
NLM+TSED 2019.05		91.8
CNN-Ana 2016.11		91.37
CNN-rand 2014.08		91.2
FADS-ICL 2024.05		91.2
USE D 2018.03		91.19
ColD-Fusion 2022.12		91.04
BRNN 2015.04		91
CNN-50 2019.05		91
BERT [CLS]-embedding 2022.03		91
FADS-ICL 2024.05		91
ENC 2019.05		90.6
kNN-prompting 2024.05		90.5
FADS-ICL 2024.05		90.5
FADS-ICL 2024.05		90.5
FADS-ICL 2024.05		90.5
FADS-ICL 2024.05		90.3
RNN 2015.04		90.2
kNN-prompting 2024.05		90.2
kNN-prompt 2024.05		90.1
TM with ϕ 2021.04		90.04
TM with k 2021.04		89.82
SCD-BERT_base 2022.03		89.8
FP+Transformer 2021.04		89.51
FP+LSTM 2021.04		88.83
IS-BERT_base 2022.03		88.64
GrConv 2015.04		88.4

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