Triplet Alignment on IntentEmo
65.01Triplet Alignment ScorePromptEmbedder
Evaluation Results
| Method | Links | |
|---|---|---|
| PromptEmbedderBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 65.01 | |
| PromptEmbedderBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 59.15 | |
| Prompt-TuningBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 57.59 | |
| Prompt-TuningBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 57.18 | |
| LoRABackbone=LLaMA-3.2-1B, Evaluation Protocol=Fine-tuning2026.05 | 53.56 | |
| PromptEmbedderBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 53.42 | |
| Prompt-TuningBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 53.1 | |
| PromptEmbedderBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 46.65 | |
| LoRABackbone=Qwen2.5-7B, Evaluation Protocol=Fine-tuning2026.05 | 45.3 | |
| LoRABackbone=LLaMA-3.2-3B, Evaluation Protocol=Fine-tuning2026.05 | 42.04 | |
| Prompt-TuningBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.05 | 37.05 | |
| LoRABackbone=Mistral-7B, Evaluation Protocol=Fine-tuning2026.05 | 35.33 | |
| EchoBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 28.38 | |
| EchoBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 22.24 | |
| PromptEOLBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 21.82 | |
| EchoBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 20.74 | |
| Pretend-CoTBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.05 | 20.33 | |
| Pretend-CoTBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 17.94 | |
| Pretend-CoTBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 17.37 | |
| PromptEOLBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 16.76 | |
| PromptEOLBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 15.26 | |
| EchoBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.05 | 14.96 | |
| PromptEOLBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.05 | 11.08 | |
| Pretend-CoTBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.05 | 10.7 |