Triplet Alignment on Toxic (Accuracy)
63.53AccuracyGSTransform
Evaluation Results
| Method | Links | |
|---|---|---|
| GSTransformBackbone=Mxbai2025.05 | 63.53 | |
| GSTransformBackbone=UAE2025.05 | 63.01 | |
| GSTransformBackbone=BGE2025.05 | 61.2 | |
| LoRABackbone=LLaMA-3.2-1B, Evaluation Protocol=Fine-tuning2026.05 | 60.71 | |
| LoRABackbone=Mistral-7B, Evaluation Protocol=Fine-tuning2026.05 | 60.09 | |
| PromptEmbedderBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 59.58 | |
| PromptEmbedderBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 58.95 | |
| LoRABackbone=Qwen2.5-7B, Evaluation Protocol=Fine-tuning2026.05 | 58.12 | |
| EchoBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 56.41 | |
| LoRABackbone=LLaMA-3.2-3B, Evaluation Protocol=Fine-tuning2026.05 | 56.27 | |
| Pretend-CoTBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 56.07 | |
| Mxbai2025.05 | 55.67 | |
| Prompt-TuningBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 55.55 | |
| InBedderBackbone=Llama22025.05 | 55.41 | |
| UAE2025.05 | 55.2 | |
| PromptEOLBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 54.94 | |
| BGE2025.05 | 54.88 | |
| Prompt-TuningBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 54.63 | |
| PromptEmbedderBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 54.59 | |
| Prompt-TuningBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 54.35 | |
| Pretend-CoTBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 54.27 | |
| Pretend-CoTBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 54.15 | |
| Pretend-CoTBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 53.94 | |
| PromptEOLBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 53.79 | |
| PromptEmbedderBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 53.78 | |
| PromptEOLBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 53.77 | |
| InstructOR2025.05 | 53.75 | |
| EchoBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 53.37 | |
| Prompt-TuningBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 52.81 | |
| EchoBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 52.68 | |
| PromptEOLBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 52.29 | |
| EchoBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 52.28 | |
| InBedderBackbone=Roberta2025.05 | 51.49 |