Text Classification on AG
95.5AccuracyRoBERTa_BASE + UniDrop
Evaluation Results
| Method | Links | |
|---|---|---|
| RoBERTa_BASE + UniDropvariant=BASE, regularization=UniDrop2021.04 | 95.5 | |
| RoBERTa_BASEvariant=BASE2021.04 | 95.1 | |
| ULMFiT2021.04 | 94.99 | |
| BERT_BASEvariant=BASE2021.04 | 94.75 | |
| DPCNN2021.04 | 93.13 | |
| VDCNN2021.04 | 91.33 | |
| Char-level CNN2021.04 | 90.49 | |
| DecTn=256, Update model parameters=false2022.12 | 90.3 | |
| Fine-tuningn=256, Update model parameters=true2022.12 | 89.6 | |
| DecTn=64, Update model parameters=false2022.12 | 89.2 | |
| Fine-tuningn=64, Update model parameters=true2022.12 | 87.4 | |
| ICRBackbone=Llama2-7B2025.09 | 86.6 | |
| ELICITBackbone=Llama2-7B2025.09 | 84 | |
| IVBackbone=Llama2-7B2025.09 | 83.8 | |
| FVBackbone=Llama2-7B2025.09 | 83.6 | |
| ICVBackbone=Llama2-7B2025.09 | 83.6 | |
| TVBackbone=Llama2-7B2025.09 | 82.8 | |
| ICRBackbone=Qwen2.5-7B2025.09 | 80.4 | |
| ICVBackbone=Qwen2.5-7B2025.09 | 74.6 | |
| IVBackbone=Qwen2.5-7B2025.09 | 73.8 | |
| TVBackbone=Qwen2.5-7B2025.09 | 70.4 | |
| ELICITBackbone=Qwen2.5-7B2025.09 | 70.4 | |
| FVBackbone=Qwen2.5-7B2025.09 | 68.4 |