Personalized Text Generation on LaMP-4 (val)
19.3ROUGE-1 RecallPHFCompass
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PHFCompassParadigm=PHF Implements2026.06 | 19.3 | 17.2 | |
| OPPUParadigm=Flat: Aggregation-Based2026.06 | 19.2 | 17 | |
| PPlugParadigm=Flat: Aggregation-Based2026.06 | 18.2 | 16.2 | |
| T-H+L-FParadigm=PHF Implements2026.06 | 17.4 | 15.5 | |
| DenseParadigm=Flat: Retrieval-Based2026.06 | 17.1 | 15.3 | |
| BM25Paradigm=Flat: Retrieval-Based2026.06 | 17 | 15.1 | |
| T-HParadigm=PHF Implements2026.06 | 16.8 | 15.1 | |
| L-FParadigm=PHF Implements2026.06 | 16.8 | 15.1 | |
| RecencyParadigm=Flat: Retrieval-Based2026.06 | 16.7 | 15 | |
| ROPGParadigm=Flat: Retrieval-Based2026.06 | 16.5 | 14.8 | |
| T-H+T-FParadigm=PHF Implements2026.06 | 15.8 | 14 | |
| T-FParadigm=PHF Implements2026.06 | 15.2 | 13.6 | |
| DiffMeanParadigm=Flat: Aggregation-Based2026.06 | 14.6 | 12.6 | |
| Zero-ShotBase Model=Qwen2.5-7B-Instruct2026.06 | 14.5 | 12.3 |