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Text Classification on AG News (test)

94.7Accuracy

BERT-base w/ NS-LF

Updated 3d ago

Evaluation Results

Method
BERT-base w/ NS-LF 2026.04	94.7	-	-	-	-	-	-	-
PLM 2022.03	94.4	-	-	-	-	-	-	-
BERT-base 2026.04	94.4	-	-	-	-	-	-	-
CAD 2026.03	94.3	-	-	-	-	-	-	-
CHARFORMER SBase 2021.06	94.1	-	-	-	-	-	-	-
CHARFORMER Base 2021.06	94	-	-	-	-	-	-	-
ABLE 2026.03	93.92	-	-	-	-	-	-	-
MAS 2020.11	93.86	-	-	-	-	-	-	-
MAS 2020.11	93.82	-	-	-	-	-	-	-
MAS 2020.11	93.72	-	-	-	-	-	-	-
Byte-level T5 Base 2021.06	93.6	-	-	-	-	-	-	-
MAS 2020.11	93.55	-	-	-	-	-	-	-
T5 Base, Subword 2021.06	93.5	-	-	-	-	-	-	-
Byte-level T5+LASC Base 2021.06	93.5	-	-	-	-	-	-	-
RETVec 2023.02	93.5	-	-	-	-	-	-	-
fastText 2023.02	93.4	-	-	-	-	-	-	-
MAS 2020.11	93.19	-	-	-	-	-	-	-
RETVec-raw 2023.02	93.1	-	-	-	-	-	-	-
EXAM 2018.11	93	-	-	-	-	-	-	-
W.C RegionEmb 2018.11	92.8	-	-	-	-	-	-	-
fastText 2023.02	92.7	-	-	-	-	-	-	-
SWEM-concat 2018.05	92.66	-	-	-	-	-	-	-
AdamW 2020.11	92.62	-	-	-	-	-	-	-
RETVec 2023.02	92.6	-	-	-	-	-	-	-
Adam 2020.11	92.55	-	-	-	-	-	-	-
fastText (bigram) 2018.05	92.5	-	-	-	-	-	-	-
Bigram-FastText 2018.11	92.5	-	-	-	-	-	-	-
Whitespace 2023.02	92.5	-	-	-	-	-	-	-
SWEM-hier 2018.05	92.48	-	-	-	-	-	-	-
N-grams TFIDF 2018.11	92.4	-	-	-	-	-	-	-
SentencePiece 2023.02	92.4	-	-	-	-	-	-	-
Char-CNN 2019.01	92.36	-	-	-	-	-	-	-
fastText 2023.02	92.3	-	-	-	-	-	-	-
SCPL 2026.01	92.12	-	-	-	-	-	-	-
BPE 2023.02	92.1	-	-	-	-	-	-	-
N-grams 2018.11	92	-	-	-	-	-	-	-
BP 2026.01	91.97	-	-	-	-	-	-	-
Transformer-2L (Direct) 2026.04	91.86	-	-	-	-	-	-	-
Transformer-2L 2026.04	91.86	-	-	-	-	-	-	-
OoMMix 2021.05	91.83	-	-	-	-	-	-	-
SWEM-max 2018.05	91.79	-	-	-	-	-	-	-
FRAGE 2018.09	91.73	-	-	-	-	-	-	-
SWEM-aver 2018.05	91.71	-	-	-	-	-	-	-
SCPL 2026.01	91.64	-	-	-	-	-	-	-
Non-Private 2026.01	91.61	-	-	-	-	-	-	-
Whitespace 2023.02	91.6	-	-	-	-	-	-	-
AL 2026.01	91.53	-	-	-	-	-	-	-
Best T4 2026.03	91.52	-	-	-	-	-	-	0.05
TMix 2021.05	91.51	-	-	-	-	-	-	-
fastText 2018.05	91.5	-	-	-	-	-	-	-
Large word CNN 2018.11	91.5	-	-	-	-	-	-	-
Original 2021.05	91.5	-	-	-	-	-	-	-
MixText† 2021.05	91.5	-	-	-	-	-	-	-
Whitespace 2023.02	91.5	-	-	-	-	-	-	-
SentencePiece 2023.02	91.5	-	-	-	-	-	-	-
Standard Transformer 2026.03	91.47	-	-	-	-	-	-	-
Large word CNN 2018.05	91.45	-	-	-	-	-	-	-
Char-CRNN 2018.11	91.4	-	-	-	-	-	-	-
Standard Transformer 2026.03	91.4	-	-	-	-	-	-	-
mixup-transformer 2021.05	91.37	-	-	-	-	-	-	-
VDCNN 2018.11	91.3	-	-	-	-	-	-	-
SentencePiece 2023.02	91.3	-	-	-	-	-	-	-
BPE 2023.02	91.3	-	-	-	-	-	-	-
RETVec-raw 2023.02	91.3	-	-	-	-	-	-	-
SGD 2020.11	91.28	-	-	-	-	-	-	-
Deep CNN 2018.05	91.27	-	-	-	-	-	-	-
VDCNN 2019.01	91.27	-	-	-	-	-	-	-
BP 2026.01	91.27	-	-	-	-	-	-	-
RETVec 2023.02	91.2	-	-	-	-	-	-	-
AL 2026.01	91.17	-	-	-	-	-	-	-
VDCNN 2019.01	91.12	-	-	-	-	-	-	-
TMix† 2021.05	91	-	-	-	-	-	-	-
TextCNN w/ NS-LF 2026.04	91	-	-	-	-	-	-	-
Transformer-2L (UHN) 2026.04	90.99	-	-	-	-	-	-	-
UHN 2026.04	90.99	-	-	-	-	-	-	-
VDCNN 2019.01	90.83	-	-	-	-	-	-	-
Best T4 2026.03	90.76	-	-	-	-	-	-	0.64
BPE 2023.02	90.7	-	-	-	-	-	-	-
UHN 2026.04	90.62	-	-	-	-	-	-	-
SVDCNN 2019.01	90.55	-	-	-	-	-	-	-
MIPT-hier 2026.04	90.5	-	-	-	-	-	-	-
Baseline 2018.09	90.47	-	-	-	-	-	-	-
PAC-private responses 2026.01	90.44	-	-	-	-	-	-	-
SVDCNN 2019.01	90.43	-	-	-	-	-	-	-
PAC-private responses 2026.01	90.35	-	-	-	-	-	-	-
TextCNN 2026.04	90.3	-	-	-	-	-	-	-
OoMMix 2021.05	90.25	-	-	-	-	-	-	-
SVDCNN 2019.01	90.13	-	-	-	-	-	-	-
TMix 2021.05	90.07	-	-	-	-	-	-	-
Original 2021.05	89.92	-	-	-	-	-	-	-
mixup-transformer 2021.05	89.62	-	-	-	-	-	-	-
KTA v2 2025.11	89.3	-	-	-	-	-	-	-
Small word CNN 2018.05	89.13	-	-	-	-	-	-	-
Small word CNN 2018.11	89.1	-	-	-	-	-	-	-
PRBOOST 2022.03	88.9	-	-	-	-	-	-	-
MoLAM 2026.01	88.87	-	-	-	-	-	-	-
NonlinearMix 2021.05	88.86	-	-	-	-	-	-	-
CAPO 2025.04	88.8	-	-	-	-	-	-	-
BoW 2018.11	88.8	-	-	-	-	-	-	-
NonlinearMix 2021.05	88.75	-	-	-	-	-	-	-

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