Text classification on R8 (test)
98.94AccuracyDrop Clause Tsetlin Machine
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Drop Clause Tsetlin Machinemode=DC (Drop Clause)2021.05 | 98.94 | — | |
| TextGSL2025.12 | 98.34 | — | |
| LDGCN2025.12 | 98.32 | — | |
| ROBERTAGCNBackbone=RoBERTa2021.05 | 98.2 | — | |
| TextING2025.12 | 98.14 | — | |
| BertGCNBackbone=BERT-base2021.05 | 98.1 | — | |
| TensorGCN2025.12 | 98.04 | — | |
| ROBERTAGATBackbone=RoBERTa2021.05 | 98 | — | |
| HyperGAT2025.12 | 97.97 | — | |
| TextSSL2025.12 | 97.81 | — | |
| Text Level Graph Neural NetworkGlove word embeddings initialization=true2019.10 | 97.8 | — | |
| BERTModel variant=BERT-base2021.05 | 97.8 | — | |
| RoBERTa2021.05 | 97.8 | — | |
| BertGATBackbone=BERT-base2021.05 | 97.8 | — | |
| CGA2TC2025.12 | 97.76 | — | |
| S2GC2021.05 | 97.4 | — | |
| DHTG2025.12 | 97.33 | — | |
| GTG2025.12 | 97.22 | — | |
| SGC2021.05 | 97.2 | — | |
| NABoE-fullEntity Source=Dictionary-based, Neural Attention=enabled, Pretrained Embeddings=enabled, Input=Words and Entities2019.09 | 97.1 | 91.7 | |
| Text-GCNGlove word embeddings initialization=false2019.10 | 97.1 | — | |
| TextGCN2021.05 | 97.1 | — | |
| TextGCN2019.09 | 97.07 | — | |
| TextGCN2025.12 | 97.07 | — | |
| UGformerModel Variant=Variant 2, GNN layer usage=with GNN2019.09 | 97.05 | — | |
| TextQGNN2019.09 | 97.02 | — | |
| Graph-CNNGlove word embeddings initialization=false2019.10 | 97 | — | |
| Text-GCNGlove word embeddings initialization=true2019.10 | 97 | — | |
| TextING2019.09 | 96.9 | — | |
| SWEM-concat2019.09 | 96.7 | 89.8 | |
| TextEnt2019.09 | 96.7 | 91 | |
| BoE2019.09 | 96.5 | 88.6 | |
| UGformer (w/o GNN)Model Variant=Variant 2, GNN layer usage=without GNN2019.09 | 96.5 | — | |
| BiLSTM2021.05 | 96.31 | — | |
| Bi-LSTM2019.09 | 96.31 | — | |
| Bi-LSTMGlove word embeddings initialization=true2019.10 | 96.3 | — | |
| NABoE-entityEntity Source=Dictionary-based, Neural Attention=enabled, Pretrained Embeddings=enabled2019.09 | 96.2 | 91.5 | |
| fastText2019.09 | 96.13 | — | |
| LSTMGlove word embeddings initialization=true2019.10 | 96.1 | — | |
| fastTextGlove word embeddings initialization=true2019.10 | 96.1 | — | |
| BERT2021.05 | 96.02 | — | |
| TAGME (NABoE-full)Entity Source=TAGME, Neural Attention=enabled, Pretrained Embeddings=enabled, Input=Words and Entities2019.09 | 95.8 | 88.9 | |
| CNN2021.05 | 95.71 | — | |
| NABoE-entity w/o emb.Entity Source=Dictionary-based, Neural Attention=enabled, Pretrained Embeddings=disabled2019.09 | 95.7 | 89.2 | |
| CNNGlove word embeddings initialization=true2019.10 | 95.7 | — | |
| Wikifier (NABoE-full)Entity Source=Wikifier, Neural Attention=enabled, Pretrained Embeddings=enabled, Input=Words and Entities2019.09 | 95.3 | 83.9 | |
| BoW-SVM2019.09 | 94.7 | 85.1 | |
| NABoE-entity w/o att.Entity Source=Dictionary-based, Neural Attention=disabled, Pretrained Embeddings=enabled2019.09 | 94.3 | 86.9 | |
| TAGME (NABoE-entity)Entity Source=TAGME, Neural Attention=enabled, Pretrained Embeddings=enabled2019.09 | 94.2 | 87.1 | |
| TAGME (NABoE-entity w/o emb.)Entity Source=TAGME, Neural Attention=enabled, Pretrained Embeddings=disabled2019.09 | 94.2 | 86.5 | |
| CNNGlove word embeddings initialization=false2019.10 | 94 | — | |
| LSTMGlove word embeddings initialization=false2019.10 | 93.7 | — | |
| TAGME (NABoE-entity w/o att.)Entity Source=TAGME, Neural Attention=disabled, Pretrained Embeddings=enabled2019.09 | 92.4 | 85.7 | |
| Wikifier (NABoE-entity)Entity Source=Wikifier, Neural Attention=enabled, Pretrained Embeddings=enabled2019.09 | 89.6 | 80.3 | |
| Wikifier (NABoE-entity w/o emb.)Entity Source=Wikifier, Neural Attention=enabled, Pretrained Embeddings=disabled2019.09 | 86.1 | 75.5 | |
| Wikifier (NABoE-entity w/o att.)Entity Source=Wikifier, Neural Attention=disabled, Pretrained Embeddings=enabled2019.09 | 84.4 | 78.2 |