Generative Classification on GoEmotions (test)
45.2AccuracyPrefixMemory-Tuning
Evaluation results
| Method | Links | |
|---|---|---|
| PrefixMemory-TuningBackbone Model=LLaMA2-7B-Chat2025.06 | 45.2 | |
| LoRA+Backbone Model=LLaMA2-7B-Chat2025.06 | 39.4 | |
| Full fine-tuningBackbone Model=Qwen2.5-3B-Instruct2025.06 | 37.8 | |
| PrefixMemory-TuningBackbone Model=Qwen2.5-3B-Instruct2025.06 | 37.3 | |
| LoRABackbone Model=LLaMA2-7B-Chat, rank=r=642025.06 | 36.2 | |
| Full fine-tuningBackbone Model=LLaMA2-7B-Chat2025.06 | 32.7 | |
| LoRA+Backbone Model=Qwen2.5-3B-Instruct2025.06 | 32.7 | |
| LoRABackbone Model=Qwen2.5-3B-Instruct, rank=r=642025.06 | 26.8 | |
| Prefix-TuningBackbone Model=Qwen2.5-3B-Instruct, virtual tokens=m=322025.06 | 21.2 | |
| Prefix-TuningBackbone Model=LLaMA2-7B-Chat, virtual tokens=m=322025.06 | 5.6 |