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Ontology Classification on DBpedia (test)

99.2Accuracy

MixText†

Updated 4d ago

Evaluation Results

Method	Links
MixText† 2021.05		99.2
OoMMix 2021.05		99.03
EXAM 2018.11		99
TMix† 2021.05		99
TMix 2021.05		98.97
Original 2021.05		98.96
mixup-transformer 2021.05		98.91
W.C RegionEmb 2018.11		98.9
MixText† 2021.05		98.9
NonlinearMix 2021.05		98.89
Original 2021.05		98.83
OoMMix 2021.05		98.83
TMix 2021.05		98.82
SFT 2025.06		98.78
mixup-transformer 2021.05		98.76
NonlinearMix 2021.05		98.74
CanDistadd 2025.06		98.72
Deep CNN 2018.05		98.71
N-grams TFIDF 2018.11		98.7
VDCNN 2018.11		98.7
TMix† 2021.05		98.7
CanDistall 2025.06		98.65
fastText (bigram) 2018.05		98.6
N-grams 2018.11		98.6
Char-CRNN 2018.11		98.6
LSTM 2018.11		98.6
Bigram-FastText 2018.11		98.6
SWEM-concat 2018.05		98.57
LSTM 2018.05		98.55
SWEM-hier 2018.05		98.54
SWEM-aver 2018.05		98.42
Char-CNN 2018.11		98.3
Large word CNN 2018.11		98.3
Large word CNN 2018.05		98.28
OoMMix 2021.05		98.26
SWEM-max 2018.05		98.24
Small word CNN 2018.11		98.2
Small word CNN 2018.05		98.15
TMix 2021.05		98.15
fastText 2018.05		98.1
mixup-transformer 2021.05		98.06
FreeAL 2025.06		97.92
Original 2021.05		97.86
SuperICL 2025.06		97.63
Distillation 2025.06		97.61
NonlinearMix 2021.05		97.5
BoW 2018.11		96.6
SC 2025.06		95.42
Few-shot 2025.06		95.4
AnnoLLM 2025.06		95.34
Zero-shot 2025.06		93.94
CoT 2025.06		92.44
Bag-of-means 2018.05		90.45