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Text Classification on Yahoo! Answers (test)

74.8Clean Accuracy

EXAM

Updated 3d ago

Evaluation Results

Method
EXAM 2018.11	74.8	-	-	-	-	-
Standard 2025.07	74.7	12.2	9.6	6.5	-	-
OoMMix 2021.05	74.13	-	-	-	-	-
MixText† 2021.05	74.1	-	-	-	-	-
TMix 2021.05	73.84	-	-	-	-	-
MLC 2019.11	73.72	-	-	-	-	-
W.C RegionEmb 2018.11	73.7	-	-	-	-	-
Original 2021.05	73.68	-	-	-	-	-
ATFL 2025.07	73.6	61.7	60.8	60.3	-	-
SWEM-concat 2018.05	73.53	-	-	-	-	-
mixup-transformer 2021.05	73.52	-	-	-	-	-
TMix† 2021.05	73.5	-	-	-	-	-
SWEM-hier 2018.05	73.48	-	-	-	-	-
Deep CNN 2018.05	73.43	-	-	-	-	-
VDCNN 2018.11	73.4	-	-	-	-	-
SWEM-aver 2018.05	73.14	-	-	-	-	-
GBM 2025.07	73	67	67	68.6	-	-
GBM 2025.07	72.8	66.2	66.1	67.3	-	-
SWEM-max 2018.05	72.66	-	-	-	-	-
Standard 2025.07	72.6	6.8	7.2	4.9	-	-
ATFL 2025.07	72.5	62.5	63.1	62.5	-	-
SEM 2025.07	72.3	57	56.1	55.4	-	-
fastText (bigram) 2018.05	72.3	-	-	-	-	-
Bigram-FastText 2018.11	72.3	-	-	-	-	-
fastText 2018.05	72	-	-	-	-	-
Char-CRNN 2018.11	71.7	-	-	-	-	-
MixText† 2021.05	71.3	-	-	-	-	-
Char-CNN 2018.11	71.2	-	-	-	-	-
OoMMix 2021.05	71.08	-	-	-	-	-
Large word CNN 2018.11	71	-	-	-	-	-
Large word CNN 2018.05	70.94	-	-	-	-	-
LSTM 2018.05	70.84	-	-	-	-	-
LSTM 2018.11	70.8	-	-	-	-	-
ASCC 2025.07	70.7	61.7	62.3	61.9	-	-
TMix 2021.05	70.68	-	-	-	-	-
Unified PPT 2021.09	70.5	-	-	-	-	-
Original 2021.05	70.41	-	-	-	-	-
mixup-transformer 2021.05	70.29	-	-	-	-	-
SEM 2025.07	70.1	53.8	52.4	51.9	-	-
Small word CNN 2018.11	70	-	-	-	-	-
Small word CNN 2018.05	69.98	-	-	-	-	-
TMix† 2021.05	69.8	-	-	-	-	-
NonlinearMix 2021.05	69.31	-	-	-	-	-
NonlinearMix 2021.05	69.17	-	-	-	-	-
ASCC 2025.07	69	58.4	59.6	58.5	-	-
BoW 2018.11	68.9	-	-	-	-	-
N-grams 2018.11	68.5	-	-	-	-	-
N-grams TFIDF 2018.11	68.5	-	-	-	-	-
GLC 2019.11	68.03	-	-	-	-	-
OoMMix 2021.05	67.95	-	-	-	-	-
mixup-transformer 2021.05	67.62	-	-	-	-	-
TMix 2021.05	67.57	-	-	-	-	-
NonlinearMix 2021.05	67.56	-	-	-	-	-
SCNN-VAE-Semi+init 2017.02	67.4	-	-	-	-	-
Original 2021.05	67.24	-	-	-	-	-
ProtoVerb+ 2022.03	66.61	-	-	-	-	-
SCNN-VAE-Semi+init 2017.02	66.6	-	-	-	-	-
ProtoVerb+ 2022.03	66.14	-	-	-	-	-
SCNN-VAE-Semi 2017.02	66	-	-	-	-	-
SCNN-VAE-Semi 2017.02	65.8	-	-	-	-	-
ProtoVerb+ 2022.03	65.65	-	-	-	-	-
LM-LSTM 2017.02	65.6	-	-	-	-	-
SCNN-VAE-Semi 2017.02	65.6	-	-	-	-	-
SCNN-VAE-Semi+init 2017.02	65.4	-	-	-	-	-
SearchVerb+ 2022.03	65.32	-	-	-	-	-
ProtoVerb 2022.03	64.35	-	-	-	-	-
Fine-tuning 2022.03	64.27	-	-	-	-	-
ManualVerb 2022.03	64.12	-	-	-	-	-
ManualVerb 2022.03	64.12	-	-	-	-	-
FT 2021.09	64.1	-	-	-	-	-
LM-LSTM 2017.02	63.9	-	-	-	-	-
SCNN-VAE-Semi+init 2017.02	63.8	-	-	-	-	-
SoftVerb+ 2022.03	63.48	-	-	-	-	-
IBP 2025.07	63.1	54.9	54.9	54.8	-	-
PT 2021.09	62	-	-	-	-	-
ManualVerb 2022.03	61.41	-	-	-	-	-
ManualVerb 2022.03	61.41	-	-	-	-	-
ProtoVerb 2022.03	61.4	-	-	-	-	-
LM-LSTM 2017.02	61.3	-	-	-	-	-
ProtoVerb+ 2022.03	60.89	-	-	-	-	-
PT (MC) 2021.09	60.8	-	-	-	-	-
Bag-of-means 2018.05	60.55	-	-	-	-	-
MW-Net 2019.11	60.18	-	-	-	-	-
SearchVerb 2022.03	59.66	-	-	-	-	-
ProtoVerb+ 2022.03	59.42	-	-	-	-	-
SearchVerb+ 2022.03	59.34	-	-	-	-	-
ProtoVerb+ 2022.03	59.33	-	-	-	-	-
SoftVerb+ 2022.03	59.01	-	-	-	-	-
SearchVerb+ 2022.03	58.98	-	-	-	-	-
ManualVerb 2022.03	58.77	-	-	-	-	-
ManualVerb 2022.03	58.77	-	-	-	-	-
SoftVerb+ 2022.03	58.68	-	-	-	-	-
ManualVerb 2022.03	58.65	-	-	-	-	-
ManualVerb 2022.03	58.65	-	-	-	-	-
SearchVerb 2022.03	58.64	-	-	-	-	-
SoftVerb 2022.03	58.2	-	-	-	-	-
SoftVerb+ 2022.03	55.73	-	-	-	-	-
ProtoVerb+ 2022.03	55.59	-	-	-	-	-
SCNN-VAE-Semi 2017.02	55.4	-	-	-	-	-
ProtoVerb 2022.03	55.08	-	-	-	-	-

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