Text Classification on AG's News
87.39AccuracyPIAST (E)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PIAST (E)Dataset-free=false2026.02 | 87.39 | — | |
| PIASTDataset-free=false2026.02 | 85.93 | — | |
| TATRADataset-free=true2026.02 | 85.61 | — | |
| DiffuMaskShots=20, Backbone=Llama-3.1-8B-Instruct, Pruning Strategy=DiffuMask2026.04 | 84.4 | 2,140 | |
| PRLDataset-free=false2026.02 | 84.36 | — | |
| PRLBackbone=Qwen2.5-7B-Instruct, Prompt Selection=True2025.05 | 84.36 | — | |
| GPS-SR-0.1Dataset-free=true2026.02 | 84.21 | — | |
| GPS-JDataset-free=true2026.02 | 84.04 | — | |
| PRLBackbone=Qwen2.5-7B-Instruct, Prompt Selection=False2025.05 | 83.84 | — | |
| APODataset-free=false2026.02 | 83.73 | — | |
| APOBackbone=Qwen2.5-7B-Instruct2025.05 | 83.73 | — | |
| PromptAgentBackbone=Qwen2.5-7B-Instruct2025.05 | 83.44 | — | |
| NIDataset-free=true2026.02 | 83.43 | — | |
| NIBackbone=Qwen2.5-7B-Instruct2025.05 | 83.43 | — | |
| PromptWizardBackbone=Qwen2.5-7B-Instruct2025.05 | 82.82 | — | |
| APEDataset-free=false2026.02 | 82.58 | — | |
| APEBackbone=Qwen2.5-7B-Instruct2025.05 | 82.58 | — | |
| DiffuMaskShots=5, Backbone=Llama-3.1-8B-Instruct, Pruning Strategy=DiffuMask2026.04 | 82.5 | 559.8 | |
| GRACEDataset-free=false2026.02 | 82.34 | — | |
| GRACEBackbone=Qwen2.5-7B-Instruct2025.05 | 82.34 | — | |
| MIDataset-free=true2026.02 | 82.29 | — | |
| MIBackbone=Qwen2.5-7B-Instruct2025.05 | 82.29 | — | |
| GADataset-free=false2026.02 | 82.24 | — | |
| GABackbone=Qwen2.5-7B-Instruct2025.05 | 82.24 | — | |
| DEDataset-free=false2026.02 | 82.18 | — | |
| DEBackbone=Qwen2.5-7B-Instruct2025.05 | 82.18 | — | |
| Full Prompt BaselineShots=1, Backbone=Llama-3.1-8B-Instruct, Pruning Strategy=Full2026.04 | 80.28 | 227 | |
| DiffuMaskShots=1, Backbone=Llama-3.1-8B-Instruct, Pruning Strategy=DiffuMask2026.04 | 80.23 | 224.3 | |
| Full Prompt BaselineShots=5, Backbone=Llama-3.1-8B-Instruct, Pruning Strategy=Full2026.04 | 61.84 | 1,144.1 | |
| Full Prompt BaselineShots=20, Backbone=Llama-3.1-8B-Instruct, Pruning Strategy=Full2026.04 | 25.37 | 4,599.5 |