Ontology Classification on DBpedia (test)
99.2AccuracyMixText†
Evaluation Results
| Method | Links | |
|---|---|---|
| MixText†Train size=35K, unlabeled data=70K2021.05 | 99.2 | |
| OoMMixTrain size=35K2021.05 | 99.03 | |
| EXAMModel Type=Word-based2018.11 | 99 | |
| TMix†Train size=35K2021.05 | 99 | |
| TMixTrain size=35K2021.05 | 98.97 | |
| OriginalTrain size=35K2021.05 | 98.96 | |
| mixup-transformerTrain size=35K2021.05 | 98.91 | |
| W.C RegionEmbModel Type=Word-based2018.11 | 98.9 | |
| MixText†Train size=2.8K, unlabeled data=70K2021.05 | 98.9 | |
| NonlinearMixTrain size=35K2021.05 | 98.89 | |
| OriginalTrain size=2.8K2021.05 | 98.83 | |
| OoMMixTrain size=2.8K2021.05 | 98.83 | |
| TMixTrain size=2.8K2021.05 | 98.82 | |
| SFTSLM Backbone=RoBERTa-Base2025.06 | 98.78 | |
| mixup-transformerTrain size=2.8K2021.05 | 98.76 | |
| NonlinearMixTrain size=2.8K2021.05 | 98.74 | |
| CanDistaddLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 98.72 | |
| Deep CNNlayers=292018.05 | 98.71 | |
| N-grams TFIDFModel Type=Feature Engineering2018.11 | 98.7 | |
| VDCNNModel Type=Character-based2018.11 | 98.7 | |
| TMix†Train size=2.8K2021.05 | 98.7 | |
| CanDistallLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 98.65 | |
| fastText (bigram)features=bigram2018.05 | 98.6 | |
| N-gramsModel Type=Feature Engineering2018.11 | 98.6 | |
| Char-CRNNModel Type=Character-based2018.11 | 98.6 | |
| LSTMModel Type=Word-based2018.11 | 98.6 | |
| Bigram-FastTextModel Type=Word-based2018.11 | 98.6 | |
| SWEM-concat2018.05 | 98.57 | |
| LSTM2018.05 | 98.55 | |
| SWEM-hier2018.05 | 98.54 | |
| SWEM-aver2018.05 | 98.42 | |
| Char-CNNModel Type=Character-based2018.11 | 98.3 | |
| Large word CNNModel Type=Word-based2018.11 | 98.3 | |
| Large word CNN2018.05 | 98.28 | |
| OoMMixTrain size=0.5K2021.05 | 98.26 | |
| SWEM-max2018.05 | 98.24 | |
| Small word CNNModel Type=Word-based2018.11 | 98.2 | |
| Small word CNN2018.05 | 98.15 | |
| TMixTrain size=0.5K2021.05 | 98.15 | |
| fastText2018.05 | 98.1 | |
| mixup-transformerTrain size=0.5K2021.05 | 98.06 | |
| FreeALLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 97.92 | |
| OriginalTrain size=0.5K2021.05 | 97.86 | |
| SuperICLLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 97.63 | |
| DistillationLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 97.61 | |
| NonlinearMixTrain size=0.5K2021.05 | 97.5 | |
| BoWModel Type=Feature Engineering2018.11 | 96.6 | |
| SCLLM Annotator=GPT-3.52025.06 | 95.42 | |
| Few-shotLLM Annotator=GPT-3.52025.06 | 95.4 | |
| AnnoLLMLLM Annotator=GPT-3.52025.06 | 95.34 | |
| Zero-shotLLM Annotator=GPT-3.52025.06 | 93.94 | |
| CoTLLM Annotator=GPT-3.52025.06 | 92.44 | |
| Bag-of-means2018.05 | 90.45 |