Clustering on MTEB Clustering
33.13Bior ScoreVA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VADim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Layer Selection2026.02 | 33.13 | 29.56 | 30.59 | |
| VADim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Last Half Layers2026.02 | 32.45 | 28.65 | 27.95 | |
| VADim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Full Layers2026.02 | 31.69 | 28.3 | 26.34 | |
| VADim=1024, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Layer Selection2026.02 | 31.46 | 26.61 | 25.35 | |
| MetaEOLDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-based, Aggregation Strategy=Ensemble2026.02 | 30.95 | 26.56 | 40.03 | |
| MetaEOLDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-based, Aggregation Strategy=Ensemble2026.02 | 29.21 | 27.01 | 36.74 | |
| PrompEOL + CPDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-based2026.02 | 27.66 | 24.67 | 34.76 | |
| VADim=1024, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Last Half Layers2026.02 | 26.94 | 24.29 | 21.92 | |
| VADim=1024, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Full Layers2026.02 | 26.85 | 24.65 | 20.59 | |
| PromptEOLDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-based2026.02 | 23.43 | 23.57 | 27.7 | |
| EEDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-based, Aggregation Strategy=Self-Prompting2026.02 | 22.94 | 23.15 | 25.74 | |
| PrompEOL + CPDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-based2026.02 | 22.72 | 21.26 | 28.98 | |
| PrompEOLDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-based2026.02 | 22.49 | 21.14 | 31.47 | |
| HSDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Standard2026.02 | 20.28 | 23.01 | 6.04 | |
| HSDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Last Half Layers2026.02 | 19.86 | 22.68 | 6.3 | |
| WMPDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Weighted Mean Pooling2026.02 | 19.73 | 19.47 | 14.54 | |
| LT.Dim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Weighted Last Token2026.02 | 15.99 | 17.42 | 15.96 | |
| HSDim=4096, Backbone=Llama-2, Prompting Strategy=Prompt-free, Aggregation Strategy=Full Layers2026.02 | 13.69 | 19.86 | 5.67 | |
| LTDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Weighted Last Token2026.02 | 13.56 | 16.22 | 13.57 | |
| HSDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Standard2026.02 | 12.87 | 20.73 | 5.72 | |
| HSDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Last Half Layers2026.02 | 11.55 | 19.57 | 5.77 | |
| WMPDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Weighted Mean Pooling2026.02 | 9.44 | 15.82 | 8.19 | |
| HSDim=4096, Backbone=Qwen-3, Prompting Strategy=Prompt-free, Aggregation Strategy=Full Layers2026.02 | 7.42 | 17.47 | 5.27 |