Open-ended behavior generation on CAA
5.33CoAIS ScoreDiffMean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DiffMeanBackbone=Llama-2-7b-hf2026.03 | 5.33 | 3.08 | 7.2 | 5.02 | 3.64 | 4.76 | 4.15 | |
| COLD-KernelBackbone=Llama-2-7b-hf2026.03 | 4.36 | 3.84 | 6.04 | 4.53 | 2.8 | 4.76 | 3.68 | |
| BaseBackbone=Llama-2-7b-hf2026.03 | 4.3 | 3.8 | 5.98 | 4.84 | 3.16 | 4.84 | 4.32 | |
| COLD-FDBackbone=Llama-2-7b-hf2026.03 | 3.94 | 2.58 | 7.22 | 5.18 | 4.5 | 4.36 | 4.06 | |
| ReFT(vector)Backbone=Llama-2-7b-hf2026.03 | 3.92 | 2.36 | 7 | 5.38 | 3.88 | 4.66 | 4.24 | |
| COLD-FDBackbone=Llama-2-7b-chat-hf2026.03 | 0.82 | 5.06 | 3.32 | 2.62 | 4.92 | 6.2 | 1.23 | |
| BaseBackbone=Llama-2-7b-chat-hf2026.03 | 0.28 | 3.82 | 2.98 | 1.98 | 4.88 | 5.26 | 0.92 | |
| DiffMeanBackbone=Llama-2-7b-chat-hf2026.03 | 0.2 | 4.08 | 3.02 | 1.9 | 5.2 | 5.82 | 1.02 | |
| COLD-KernelBackbone=Llama-2-7b-chat-hf2026.03 | 0.2 | 3.86 | 3.3 | 2.22 | 5.2 | 5.4 | 0.96 | |
| ReFT(vector)Backbone=Llama-2-7b-chat-hf2026.03 | 0.08 | 3.72 | 2.66 | 2.24 | 4.98 | 5.54 | 0.69 |