Personalized Scholarly Title Generation on LaMP-5
53.8R-1 ScoreTAP-PER
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TAP-PERtype=Model-based, variant=+Pu§2026.06 | 53.8 | 48.5 | |
| RAGtype=Prompt-based, k=42026.06 | 51.6 | 46.4 | |
| PAGtype=Prompt-based, k=12026.06 | 51.2 | 46.3 | |
| TAP-PERtype=Model-based, variant=base†2026.06 | 51.2 | 46.2 | |
| OPPUtype=Model-based, variant=+rag2026.06 | 51 | 46 | |
| TAP-PERtype=Model-based, variant=+Pq‡2026.06 | 50.7 | 45.9 | |
| RAGtype=Prompt-based, k=12026.06 | 50.3 | 45.1 | |
| RAGtype=Prompt-based, k=22026.06 | 50.2 | 45.4 | |
| OPPUtype=Model-based, variant=base2026.06 | 50.2 | 45 | |
| P2Ptype=Model-based, variant=single2026.06 | 49.5 | 45 | |
| PAGtype=Prompt-based, k=02026.06 | 49.1 | 44.1 | |
| OPPUtype=Model-based, variant=+pag2026.06 | 49.1 | 43.9 | |
| PER-PCStype=Model-based, variant=+rag2026.06 | 47.2 | 42.2 | |
| PER-PCStype=Model-based, variant=+pag2026.06 | 47 | 42.1 | |
| PER-PCStype=Model-based, variant=base2026.06 | 45.7 | 40.5 |