Classification on HateSpeech18
83.44AccuracyICL
Evaluation Results
| Method | Links | |
|---|---|---|
| ICLBackbone=Qwen-3-8B2026.05 | 83.44 | |
| ICLBackbone=Qwen-2.5-7B2026.05 | 81.76 | |
| ICLModel=LLaMA-2-13B2026.05 | 77.4 | |
| ICLBackbone=LLaMA-2-13B2026.05 | 77.4 | |
| LTVBackbone=Qwen-3-8B2026.05 | 76.04 | |
| LTVBackbone=Qwen-2.5-7B2026.05 | 75.24 | |
| ICLModel=LLaMA-3.1-8B2026.05 | 74.32 | |
| ICLBackbone=LLaMA-3.1-8B2026.05 | 74.32 | |
| Task VectorBackbone=Qwen-3-8B2026.05 | 74.2 | |
| LTVModel=LLaMA-2-13B2026.05 | 72.08 | |
| LTVBackbone=LLaMA-2-13B2026.05 | 72.08 | |
| Zero-shotBackbone=Qwen-3-8B2026.05 | 71.6 | |
| Function VectorBackbone=Qwen-3-8B2026.05 | 71.56 | |
| Task VectorModel=LLaMA-2-13B2026.05 | 71.48 | |
| Task VectorBackbone=LLaMA-2-13B2026.05 | 71.48 | |
| Task VectorBackbone=LLaMA-2-7B2026.05 | 71.28 | |
| LTVModel=LLaMA-3.1-8B2026.05 | 70.44 | |
| LTVBackbone=LLaMA-3.1-8B2026.05 | 70.44 | |
| I2CLBackbone=Qwen-3-8B2026.05 | 70.12 | |
| State VectorBackbone=Qwen-3-8B2026.05 | 69.92 | |
| Task VectorModel=LLaMA-3.1-8B2026.05 | 67.64 | |
| Task VectorBackbone=LLaMA-3.1-8B2026.05 | 67.64 | |
| State VectorModel=LLaMA-3.1-8B2026.05 | 65.4 | |
| State VectorBackbone=LLaMA-3.1-8B2026.05 | 65.4 | |
| ICLBackbone=LLaMA-2-7B2026.05 | 64.6 | |
| State VectorBackbone=LLaMA-2-7B2026.05 | 64.12 | |
| Task VectorBackbone=Qwen-2.5-7B2026.05 | 63.92 | |
| Function VectorModel=LLaMA-3.1-8B2026.05 | 63 | |
| Function VectorBackbone=LLaMA-3.1-8B2026.05 | 63 | |
| I2CLBackbone=Qwen-2.5-7B2026.05 | 62.8 | |
| I2CLModel=LLaMA-3.1-8B2026.05 | 62.24 | |
| I2CLBackbone=LLaMA-3.1-8B2026.05 | 62.24 | |
| Zero-shotModel=LLaMA-3.1-8B2026.05 | 60.6 | |
| Zero-shotBackbone=LLaMA-3.1-8B2026.05 | 60.6 | |
| State VectorModel=LLaMA-2-13B2026.05 | 58.8 | |
| State VectorBackbone=LLaMA-2-13B2026.05 | 58.8 | |
| Function VectorBackbone=Qwen-2.5-7B2026.05 | 58.64 | |
| Zero-shotBackbone=Qwen-2.5-7B2026.05 | 58.4 | |
| State VectorBackbone=Qwen-2.5-7B2026.05 | 57.84 | |
| Function VectorBackbone=LLaMA-2-7B2026.05 | 55.8 | |
| LTVBackbone=LLaMA-2-7B2026.05 | 55.72 | |
| Zero-shotModel=LLaMA-2-13B2026.05 | 55.2 | |
| Zero-shotBackbone=LLaMA-2-13B2026.05 | 55.2 | |
| I2CLModel=LLaMA-2-13B2026.05 | 54.48 | |
| I2CLBackbone=LLaMA-2-13B2026.05 | 54.48 | |
| Function VectorModel=LLaMA-2-13B2026.05 | 54.08 | |
| Function VectorBackbone=LLaMA-2-13B2026.05 | 54.08 | |
| Zero-shotBackbone=LLaMA-2-7B2026.05 | 54 | |
| I2CLBackbone=LLaMA-2-7B2026.05 | 51.48 |