Text Classification on TREC (Macro-F1, Acc)
86.2Macro F1 ScoreNeuFS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeuFSModel=Qwen3-8B, InfoType=Neuron2026.07 | 86.2 | 85.8 | |
| FastVoteKModel=Qwen3-8B, InfoType=S.+L.2026.07 | 86.1 | 85.4 | |
| EntropyModel=Qwen3-8B, InfoType=Diverse2026.07 | 85.6 | 84.1 | |
| FastVoteKModel=Qwen3-8B, InfoType=L.2026.07 | 85.4 | 84.3 | |
| TypiClustModel=Qwen3-8B, InfoType=S.+L.2026.07 | 85.1 | 83.5 | |
| RandomModel=Qwen3-8B, InfoType=N/A2026.07 | 84.4 | 82.3 | |
| FastVoteKModel=Qwen3-8B, InfoType=S.2026.07 | 84 | 83.1 | |
| VoteKModel=Qwen3-8B, InfoType=S.+E.2026.07 | 83.9 | 83.9 | |
| VoteKModel=Qwen3-8B, InfoType=S.+E.+L.2026.07 | 83.9 | 82.6 | |
| EntropyModel=Qwen3-8B, InfoType=Highest2026.07 | 83.7 | 83.9 | |
| TypiClustModel=Qwen3-8B, InfoType=L.2026.07 | 83.5 | 82.6 | |
| NeuFSModel=Llama-3.1-8B, InfoType=Neuron2026.07 | 83.4 | 82.3 | |
| FastVoteKModel=Llama-3.1-8B, InfoType=L.2026.07 | 83.2 | 82.5 | |
| VoteKModel=Llama-3.1-8B, InfoType=S.+E.2026.07 | 83.2 | 82.2 | |
| TypiClustModel=Qwen3-8B, InfoType=S.2026.07 | 83.1 | 82.8 | |
| EntropyModel=Llama-3.1-8B, InfoType=Diverse2026.07 | 82.9 | 82.7 | |
| FastVoteKModel=Llama-3.1-8B, InfoType=S.2026.07 | 82.8 | 82.5 | |
| PatronModel=Qwen3-8B, InfoType=S.+E.2026.07 | 82.5 | 82.4 | |
| VoteKModel=Llama-3.1-8B, InfoType=S.+E.+L.2026.07 | 81.8 | 81 | |
| TypiClustModel=Llama-3.1-8B, InfoType=S.+L.2026.07 | 81.4 | 80.4 | |
| FastVoteKModel=Llama-3.1-8B, InfoType=S.+L.2026.07 | 80.9 | 81.3 | |
| PatronModel=Llama-3.1-8B, InfoType=S.+E.2026.07 | 80.7 | 80.9 | |
| TypiClustModel=Llama-3.1-8B, InfoType=L.2026.07 | 80.6 | 80.2 | |
| TypiClustModel=Llama-3.1-8B, InfoType=S.2026.07 | 79.8 | 79.1 | |
| EntropyModel=Llama-3.1-8B, InfoType=Highest2026.07 | 79 | 78.5 | |
| RandomModel=Llama-3.1-8B, InfoType=N/A2026.07 | 77.7 | 76.4 |