Clustering on NYTClust
75.6V-MeasureGSTransform
Evaluation Results
| Method | Links | |
|---|---|---|
| GSTransformBackbone=BGE2025.05 | 75.6 | |
| GSTransformBackbone=Mxbai2025.05 | 73.92 | |
| GSTransformBackbone=UAE2025.05 | 73.66 | |
| InBedderBackbone=Llama22025.05 | 72.7 | |
| LoRABackbone=Mistral-7B, Evaluation Protocol=Fine-tuning2026.05 | 58.76 | |
| InBedderBackbone=Roberta2025.05 | 58.47 | |
| BGE2025.05 | 55.9 | |
| Mxbai2025.05 | 54.95 | |
| InstructOR2025.05 | 53.88 | |
| UAE2025.05 | 52.72 | |
| PromptEmbedderBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 42.12 | |
| LoRABackbone=LLaMA-3.2-3B, Evaluation Protocol=Fine-tuning2026.05 | 39.95 | |
| EchoBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 39.9 | |
| PromptEmbedderBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 39.75 | |
| LoRABackbone=LLaMA-3.2-1B, Evaluation Protocol=Fine-tuning2026.05 | 37.72 | |
| EchoBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 37.18 | |
| EchoBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 31.57 | |
| LoRABackbone=Qwen2.5-7B, Evaluation Protocol=Fine-tuning2026.05 | 28.01 | |
| EchoBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 25.94 | |
| PromptEmbedderBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 24.66 | |
| PromptEmbedderBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 23.85 | |
| Pretend-CoTBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 5.14 | |
| Prompt-TuningBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 5.08 | |
| Prompt-TuningBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 4.96 | |
| Prompt-TuningBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 3.4 | |
| Pretend-CoTBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 3.21 | |
| Pretend-CoTBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 3.2 | |
| PromptEOLBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 2.77 | |
| Pretend-CoTBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 2.73 | |
| PromptEOLBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 2.31 | |
| PromptEOLBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 2.21 | |
| Prompt-TuningBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 2.08 | |
| PromptEOLBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 1.87 |