Semantic Textual Similarity on MultiHate (MH)
26.29STS ScoreLoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| LoRABackbone=LLaMA-3.2-3B, Evaluation Protocol=Fine-tuning2026.05 | 26.29 | |
| Prompt-TuningBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 21.49 | |
| Pretend-CoTBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 19.26 | |
| LoRABackbone=Qwen2.5-7B, Evaluation Protocol=Fine-tuning2026.05 | 18.84 | |
| Prompt-TuningBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 18.26 | |
| LoRABackbone=LLaMA-3.2-1B, Evaluation Protocol=Fine-tuning2026.05 | 16.76 | |
| Prompt-TuningBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 16.7 | |
| PromptEmbedderBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 15.46 | |
| Pretend-CoTBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 15.41 | |
| LoRABackbone=Mistral-7B, Evaluation Protocol=Fine-tuning2026.05 | 15.25 | |
| Pretend-CoTBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 14.63 | |
| PromptEOLBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 14.07 | |
| PromptEmbedderBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 13.3 | |
| PromptEOLBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 11.21 | |
| PromptEOLBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 11.09 | |
| Pretend-CoTBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 10.71 | |
| PromptEOLBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 9.94 | |
| PromptEmbedderBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 8.86 | |
| PromptEmbedderBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 7.4 | |
| EchoBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 6.63 | |
| EchoBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 6.14 | |
| EchoBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 6 | |
| EchoBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 5.32 | |
| Prompt-TuningBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 3.93 |