Scholarly Title Generation on LaMP Scholarly Title Generation
43.75ROUGE-1CAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CADBackbone=Mistral-7B2026.04 | 43.75 | 37.12 | 45.61 | |
| DoLaBackbone=Mistral-7B2026.04 | 43.64 | 37.33 | 46.05 | |
| DeCoReBackbone=Qwen2-7B2026.04 | 43.11 | 37.29 | 45.65 | |
| DoLaBackbone=Qwen2-7B2026.04 | 42.77 | 37.46 | 45.96 | |
| CADBackbone=Qwen2-7B2026.04 | 41.97 | 37.8 | 43.81 | |
| DeCoReBackbone=Mistral-7B2026.04 | 41.35 | 36.48 | 44.19 | |
| DPSBackbone=Qwen2-7B2026.04 | 40.71 | 34.21 | 42.3 | |
| DeCoReBackbone=LLaMA-3-8B2026.04 | 40.1 | 35.27 | 40.04 | |
| DPSBackbone=Mistral-7B2026.04 | 39.83 | 33.5 | 41.62 | |
| DoLaBackbone=LLaMA-3-8B2026.04 | 36.36 | 31.17 | 40.79 | |
| CADBackbone=LLaMA-3-8B2026.04 | 35.3 | 30.68 | 39.25 | |
| DPSBackbone=LLaMA-3-8B2026.04 | 32.43 | 27.87 | 38.26 | |
| C-BPOTraining Paradigm=Preference Opt.2026.05 | 0.539 | 0.481 | — | |
| CoPETraining Paradigm=Preference Opt.2026.05 | 0.519 | 0.461 | — | |
| TAMTraining Paradigm=SFT-based2026.05 | 0.514 | 0.456 | — | |
| OPPUTraining Paradigm=SFT-based2026.05 | 0.51 | 0.454 | — | |
| BCOTraining Paradigm=Preference Opt.2026.05 | 0.507 | 0.443 | — | |
| KTOTraining Paradigm=Preference Opt.2026.05 | 0.491 | 0.431 | — | |
| RAGTraining Paradigm=Non-Tuned2026.05 | 0.425 | 0.347 | — | |
| Base ModelTraining Paradigm=Non-Tuned2026.05 | 0.409 | 0.324 | — | |
| PAGTraining Paradigm=Non-Tuned2026.05 | 0.372 | 0.289 | — |