Text Classification on Edu-Feedback
69.2Macro-F1NeuFS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NeuFSModel=Qwen3-4B, InfoType=Neuron2026.07 | 69.2 | 72.5 | |
| PatronModel=Qwen3-4B, InfoType=S.+E.2026.07 | 68.5 | 74.2 | |
| VoteKModel=Qwen3-4B, InfoType=S.+E.+L.2026.07 | 68.1 | 70.2 | |
| FastVoteKModel=Qwen3-4B, InfoType=S.2026.07 | 67.3 | 70.7 | |
| EntropyModel=Qwen3-4B, InfoType=Diverse2026.07 | 67.1 | 68.4 | |
| EntropyModel=Llama-3.1-8B, InfoType=Diverse2026.07 | 67 | 69.6 | |
| VoteKModel=Qwen3-8B, InfoType=S.+E.2026.07 | 66.8 | 70.1 | |
| VoteKModel=Qwen3-4B, InfoType=S.+E.2026.07 | 66.4 | 68.1 | |
| TypiClustModel=Llama-3.1-8B, InfoType=L.2026.07 | 66.4 | 69.5 | |
| NeuFSModel=Qwen3-8B, InfoType=Neuron2026.07 | 66.3 | 71.1 | |
| FastVoteKModel=Qwen3-4B, InfoType=L.2026.07 | 66.2 | 67.3 | |
| VoteKModel=Llama-3.1-8B, InfoType=S.+E.2026.07 | 66 | 69.2 | |
| NeuFSModel=Llama-3.1-8B, InfoType=Neuron2026.07 | 66 | 69.8 | |
| PatronModel=Qwen3-8B, InfoType=S.+E.2026.07 | 65.9 | 70.9 | |
| FastVoteKModel=Llama-3.1-8B, InfoType=S.2026.07 | 65.8 | 69.4 | |
| EntropyModel=Llama-3.2-3B, InfoType=Diverse2026.07 | 65.7 | 67.1 | |
| FastVoteKModel=Llama-3.1-8B, InfoType=S.+L.2026.07 | 65.7 | 68.8 | |
| FastVoteKModel=Qwen3-4B, InfoType=S.+L.2026.07 | 65.5 | 67.9 | |
| FastVoteKModel=Llama-3.1-8B, InfoType=L.2026.07 | 65.4 | 67.6 | |
| RandomModel=Qwen3-4B, InfoType=N/A2026.07 | 65.3 | 66.7 | |
| VoteKModel=Llama-3.1-8B, InfoType=S.+E.+L.2026.07 | 65.3 | 67.6 | |
| RandomModel=Llama-3.1-8B, InfoType=N/A2026.07 | 64.5 | 66.2 | |
| PatronModel=Llama-3.1-8B, InfoType=S.+E.2026.07 | 64.3 | 69 | |
| TypiClustModel=Llama-3.1-8B, InfoType=S.2026.07 | 64.2 | 68.3 | |
| FastVoteKModel=Qwen3-8B, InfoType=S.2026.07 | 64 | 66.2 | |
| TypiClustModel=Qwen3-4B, InfoType=L.2026.07 | 63.6 | 64.2 | |
| EntropyModel=Qwen3-8B, InfoType=Diverse2026.07 | 63.2 | 66.3 | |
| VoteKModel=Qwen3-8B, InfoType=S.+E.+L.2026.07 | 63.1 | 64.8 | |
| TypiClustModel=Qwen3-4B, InfoType=S.2026.07 | 62.6 | 64 | |
| TypiClustModel=Qwen3-8B, InfoType=L.2026.07 | 62.6 | 63.7 | |
| NeuFSModel=Llama-3.2-3B, InfoType=Neuron2026.07 | 62.4 | 63.6 | |
| TypiClustModel=Llama-3.1-8B, InfoType=S.+L.2026.07 | 62.3 | 63.7 | |
| FastVoteKModel=Qwen3-8B, InfoType=L.2026.07 | 62.1 | 63.2 | |
| EntropyModel=Llama-3.1-8B, InfoType=Highest2026.07 | 61.9 | 62.5 | |
| FastVoteKModel=Qwen3-8B, InfoType=S.+L.2026.07 | 61.4 | 63.1 | |
| TypiClustModel=Qwen3-4B, InfoType=S.+L.2026.07 | 61.3 | 62.3 | |
| RandomModel=Qwen3-8B, InfoType=N/A2026.07 | 61.2 | 62.5 | |
| TypiClustModel=Llama-3.2-3B, InfoType=L.2026.07 | 60.6 | 62.4 | |
| TypiClustModel=Qwen3-8B, InfoType=S.2026.07 | 60.5 | 62.9 | |
| TypiClustModel=Qwen3-8B, InfoType=S.+L.2026.07 | 58.9 | 60 | |
| VoteKModel=Llama-3.2-3B, InfoType=S.+E.+L.2026.07 | 57.2 | 57.7 | |
| PatronModel=Llama-3.2-3B, InfoType=S.+E.2026.07 | 56.9 | 59.7 | |
| RandomModel=Llama-3.2-3B, InfoType=N/A2026.07 | 55.7 | 55.8 | |
| EntropyModel=Qwen3-4B, InfoType=Highest2026.07 | 55.5 | 55.7 | |
| EntropyModel=Qwen3-8B, InfoType=Highest2026.07 | 55.5 | 55.7 | |
| FastVoteKModel=Llama-3.2-3B, InfoType=L.2026.07 | 54.8 | 55.5 | |
| TypiClustModel=Llama-3.2-3B, InfoType=S.2026.07 | 54.5 | 55.7 | |
| FastVoteKModel=Llama-3.2-3B, InfoType=S.+L.2026.07 | 54.1 | 54.3 | |
| TypiClustModel=Llama-3.2-3B, InfoType=S.+L.2026.07 | 53.7 | 53.8 | |
| VoteKModel=Llama-3.2-3B, InfoType=S.+E.2026.07 | 52.6 | 52.8 | |
| FastVoteKModel=Llama-3.2-3B, InfoType=S.2026.07 | 50.7 | 50.9 | |
| EntropyModel=Llama-3.2-3B, InfoType=Highest2026.07 | 50.1 | 50.6 |