Dialogue Generation on Cognitive stimulation real 1.0 (test)
27.63ROUGE-LGCSD-3b
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GCSD-3b2026.03 | 27.63 | 28.53 | 27.93 | 80.12 | 74.82 | 4.15 | 3.5 | 3.53 | |
| GPT-4o2026.03 | 25.76 | 21.53 | 20.14 | 73.79 | 69.15 | 4 | 3.45 | 3.35 | |
| GCSDCondition=w/o CSFAL2026.03 | 25.18 | 26.16 | 24.98 | 76.33 | 70.46 | 3.69 | 3.39 | 3.36 | |
| Doubao-Pro2026.03 | 24.87 | 23.59 | 22.36 | 75.16 | 71.46 | 3.95 | 3.33 | 3.2 | |
| GCSDCondition=w/o CT2026.03 | 24.33 | 27.14 | 26.51 | 75.42 | 74.19 | 3.99 | 3.45 | 3.4 | |
| LLaMA-3.1-405B2026.03 | 23.87 | 23.68 | 23.52 | 77.13 | 71.52 | 4 | 3.45 | 3.4 | |
| DeepSeek-671BPrompting=5-Shot2026.03 | 23.58 | 24.83 | 24.36 | 78.27 | 73.27 | 4.1 | 3.48 | 3.42 | |
| GCSDCondition=w/o DPSM2026.03 | 23.57 | 25.63 | 23.15 | 79.48 | 60.13 | 3.74 | 3.4 | 3.32 | |
| Qwen-MaxPrompting=5-Shot2026.03 | 22.87 | 21.56 | 20.53 | 73.63 | 64.76 | 3.67 | 3.4 | 3.38 | |
| DeepSeek-671BPrompting=Zero-shot2026.03 | 22.54 | 23.58 | 22.42 | 79.98 | 76.86 | 4.08 | 3.45 | 3.46 | |
| ChatGPTPrompting=5-Shot2026.03 | 22.32 | 18.23 | 16.19 | 73.54 | 55.38 | 3.67 | 3.33 | 3.25 | |
| GLM-4-PlusPrompting=5-Shot2026.03 | 18.54 | 18.53 | 17.39 | 70.32 | 72.18 | 3.5 | 3.27 | 3.33 | |
| ERNIE2026.03 | 18.32 | 11.32 | 9.16 | 66.93 | 56.28 | 3.33 | 2.95 | 3 |