Topic Classification on AGNews (Macro-F1)
88.07Macro-F1DC
Evaluation Results
| Method | Links | |
|---|---|---|
| DCModel=Qwen, k-shot=162025.05 | 88.07 | |
| SCModel=Mistral, k-shot=162025.05 | 87.42 | |
| SCModel=Llama, k-shot=162025.05 | 87.09 | |
| DCModel=Qwen, Shots=8-shot2025.05 | 86.86 | |
| SCModel=Mistral, Shots=8-shot2025.05 | 86.84 | |
| SCModel=Llama, Shots=8-shot2025.05 | 86.01 | |
| SCModel=Qwen, k-shot=162025.05 | 85.34 | |
| SCModel=Qwen, Shots=8-shot2025.05 | 85.32 | |
| CCModel=Qwen, k-shot=162025.05 | 85.3 | |
| CCModel=Qwen, Shots=8-shot2025.05 | 82.27 | |
| Base LLMModel=Llama, k-shot=162025.05 | 75.64 | |
| Base LLMModel=Llama, Shots=8-shot2025.05 | 74.55 | |
| Base LLMModel=Mistral, k-shot=162025.05 | 71.17 | |
| Base LLMModel=Mistral, Shots=8-shot2025.05 | 70.59 | |
| BCModel=Qwen, k-shot=162025.05 | 69.02 | |
| DCModel=Llama, Shots=8-shot2025.05 | 65.73 | |
| DCModel=Llama, k-shot=162025.05 | 65.54 | |
| BCModel=Qwen, Shots=8-shot2025.05 | 65.36 | |
| CCModel=Llama, Shots=8-shot2025.05 | 64.66 | |
| BCModel=Llama, k-shot=162025.05 | 63.85 | |
| BCModel=Llama, Shots=8-shot2025.05 | 63.78 | |
| CCModel=Llama, k-shot=162025.05 | 63.73 | |
| BCModel=Mistral, k-shot=162025.05 | 63.41 | |
| CCModel=Mistral, k-shot=162025.05 | 63.38 | |
| Base LLMModel=Qwen, k-shot=162025.05 | 63.1 | |
| DCModel=Mistral, k-shot=162025.05 | 62.94 | |
| CCModel=Mistral, Shots=8-shot2025.05 | 62.29 | |
| DCModel=Mistral, Shots=8-shot2025.05 | 62.07 | |
| Base LLMModel=Qwen, Shots=8-shot2025.05 | 62.06 | |
| BCModel=Mistral, Shots=8-shot2025.05 | 61.58 |