Text Classification on MR
94.52AccuracyICL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ICLModel=LLaMA-3.1-8B2026.05 | 94.52 | — | |
| ICLBackbone=LLaMA-3.1-8B2026.05 | 94.52 | — | |
| ICLModel=LLaMA-2-13B2026.05 | 94.44 | — | |
| ICLBackbone=LLaMA-2-13B2026.05 | 94.44 | — | |
| ICLBackbone=LLaMA-2-7B2026.05 | 93.72 | — | |
| ICLBackbone=Qwen-2.5-7B2026.05 | 93.44 | — | |
| VLAWE2019.02 | 93.3 | — | |
| ICLBackbone=Qwen-3-8B2026.05 | 93.28 | — | |
| State VectorBackbone=Qwen-3-8B2026.05 | 92.44 | — | |
| Zero-shotBackbone=Qwen-3-8B2026.05 | 92.4 | — | |
| I2CLBackbone=Qwen-3-8B2026.05 | 92.4 | — | |
| Task VectorBackbone=Qwen-3-8B2026.05 | 92.36 | — | |
| TATRADataset-free=true2026.02 | 91.78 | — | |
| PRLDataset-free=false2026.02 | 91.27 | — | |
| PRLBackbone=Qwen2.5-7B-Instruct, Prompt Selection=True2025.05 | 91.27 | — | |
| LTVBackbone=LLaMA-2-7B2026.05 | 91.2 | — | |
| PIAST (E)Dataset-free=false2026.02 | 91 | — | |
| NIDataset-free=true2026.02 | 90.85 | — | |
| NIBackbone=Qwen2.5-7B-Instruct2025.05 | 90.85 | — | |
| G-LossBackbone=RoBERTa-large2026.04 | 90.82 | — | |
| PRLBackbone=Qwen2.5-7B-Instruct, Prompt Selection=False2025.05 | 90.72 | — | |
| PIASTDataset-free=false2026.02 | 90.57 | — | |
| LTVBackbone=Qwen-2.5-7B2026.05 | 90.56 | — | |
| GADataset-free=false2026.02 | 90.45 | — | |
| GABackbone=Qwen2.5-7B-Instruct2025.05 | 90.45 | — | |
| Function VectorBackbone=Qwen-3-8B2026.05 | 90.24 | — | |
| LTVModel=LLaMA-2-13B2026.05 | 90.2 | — | |
| LTVBackbone=LLaMA-2-13B2026.05 | 90.2 | — | |
| DEDataset-free=false2026.02 | 89.98 | — | |
| DEBackbone=Qwen2.5-7B-Instruct2025.05 | 89.98 | — | |
| APODataset-free=false2026.02 | 89.97 | — | |
| APOBackbone=Qwen2.5-7B-Instruct2025.05 | 89.97 | — | |
| APEDataset-free=false2026.02 | 89.9 | — | |
| APEBackbone=Qwen2.5-7B-Instruct2025.05 | 89.9 | — | |
| RoBerta-GCN2026.04 | 89.7 | — | |
| GRACEDataset-free=false2026.02 | 89.6 | — | |
| GRACEBackbone=Qwen2.5-7B-Instruct2025.05 | 89.6 | — | |
| RoBERTa-large2026.04 | 89.4 | — | |
| PromptWizardBackbone=Qwen2.5-7B-Instruct2025.05 | 89.3 | — | |
| State VectorModel=LLaMA-2-13B2026.05 | 89.2 | — | |
| State VectorBackbone=LLaMA-2-13B2026.05 | 89.2 | — | |
| GPS-JDataset-free=true2026.02 | 89.15 | — | |
| GPS-SR-0.1Dataset-free=true2026.02 | 88.7 | — | |
| LTVModel=LLaMA-3.1-8B2026.05 | 88.68 | — | |
| LTVBackbone=LLaMA-3.1-8B2026.05 | 88.68 | — | |
| PromptAgentBackbone=Qwen2.5-7B-Instruct2025.05 | 88.62 | — | |
| State VectorBackbone=LLaMA-2-7B2026.05 | 88.48 | — | |
| MIDataset-free=true2026.02 | 87.4 | — | |
| MIBackbone=Qwen2.5-7B-Instruct2025.05 | 87.4 | — | |
| Task VectorBackbone=Qwen-2.5-7B2026.05 | 87.28 | — | |
| G-LossBackbone=BERT-base2026.04 | 87.14 | — | |
| byte mLSTMd*=40962018.05 | 86.8 | — | |
| LTVBackbone=Qwen-3-8B2026.05 | 86.72 | — | |
| BERTSetting=Inductive2021.09 | 86.61 | 0.38 | |
| BERT w/ shuf. augm.Setting=Inductive2021.09 | 86.23 | 0.33 | |
| Bert-GCN2026.04 | 86 | — | |
| State VectorModel=LLaMA-3.1-8B2026.05 | 85.96 | — | |
| State VectorBackbone=LLaMA-3.1-8B2026.05 | 85.96 | — | |
| State VectorBackbone=Qwen-2.5-7B2026.05 | 85.84 | — | |
| BERT-base2026.04 | 85.3 | — | |
| I2CLModel=LLaMA-3.1-8B2026.05 | 85.24 | — | |
| I2CLBackbone=LLaMA-3.1-8B2026.05 | 85.24 | — | |
| DistilBERTSetting=Inductive2021.09 | 85.1 | 0.33 | |
| TreeNet-GloVe2019.02 | 83.6 | — | |
| Task VectorModel=LLaMA-3.1-8B2026.05 | 83.48 | — | |
| Task VectorBackbone=LLaMA-3.1-8B2026.05 | 83.48 | — | |
| Function VectorModel=LLaMA-3.1-8B2026.05 | 83.24 | — | |
| Function VectorBackbone=LLaMA-3.1-8B2026.05 | 83.24 | — | |
| DARLM2019.02 | 83.2 | — | |
| Task VectorModel=LLaMA-2-13B2026.05 | 83.16 | — | |
| Task VectorBackbone=LLaMA-2-13B2026.05 | 83.16 | — | |
| AdaSent2019.02 | 83.1 | — | |
| MC-QTd*=48002018.05 | 82.4 | — | |
| Capsule-B2018.03 | 82.3 | — | |
| BLSTM-2DCNN2019.02 | 82.3 | — | |
| Zero-shotModel=LLaMA-3.1-8B2026.05 | 82.2 | — | |
| Zero-shotBackbone=LLaMA-3.1-8B2026.05 | 82.2 | — | |
| à la carten=3, d*=48002018.05 | 81.8 | — | |
| DC-TreeLSTM2019.02 | 81.7 | — | |
| LR-LSTM2018.03 | 81.5 | — | |
| CNNmode=non-static2018.03 | 81.5 | — | |
| CNN2019.02 | 81.5 | — | |
| à la carten=2, d*=32002018.05 | 81.3 | — | |
| Capsule-A2018.03 | 81.3 | — | |
| COV + Mean + BOW2019.02 | 81.1 | — | |
| Lguided-BERT-3layers=32021.04 | 81.06 | — | |
| Lguided-BERT-1layers=12021.04 | 81.03 | — | |
| CNNmode=static2018.03 | 81 | — | |
| BLSTM-Att2019.02 | 81 | — | |
| Tree-LSTM2018.03 | 80.7 | — | |
| COV + BOW2019.02 | 80.7 | — | |
| Combine-skip + NB2019.02 | 80.4 | — | |
| BERT w/o pos embSetting=Inductive2021.09 | 80.35 | 0.2 | |
| skip-thoughtsd*=48002018.05 | 80.3 | — | |
| COV + Mean2019.02 | 80.2 | — | |
| DisCn=2-3, d*=3200-48002018.05 | 80.1 | — | |
| DAN2019.02 | 80.1 | — | |
| BLSTM2019.02 | 80 | — | |
| à la carten=1, d*=16002018.05 | 79.8 | — | |
| TreeNet2019.02 | 79.8 | — |