LaMP-1 Personalization on LaMP-1 (val)
68.2AccuracyROPG-RL
Evaluation Results
| Method | Links | |
|---|---|---|
| ROPG-RLRetrieval Category=Optimized RBP2024.09 | 68.2 | |
| PPlugRetrieval Category=PPlug2024.09 | 68 | |
| ROPG-KDRetrieval Category=Optimized RBP2024.09 | 67.6 | |
| RSPG-PreRetrieval Category=Optimized RBP2024.09 | 67.2 | |
| RSPG-PostRetrieval Category=Optimized RBP2024.09 | 67 | |
| ContrieverRetrieval Category=Naive RBP2024.09 | 64.1 | |
| RecencyRetrieval Category=Naive RBP2024.09 | 63.9 | |
| PHFCompassParadigm=PHF Implements2026.06 | 63.1 | |
| BM25Retrieval Category=Naive RBP2024.09 | 62.9 | |
| T-H+L-FParadigm=PHF Implements2026.06 | 56.9 | |
| L-FParadigm=PHF Implements2026.06 | 53.5 | |
| DenseParadigm=Flat: Retrieval-Based2026.06 | 52.9 | |
| ROPGParadigm=Flat: Retrieval-Based2026.06 | 52.6 | |
| T-H+T-FParadigm=PHF Implements2026.06 | 52.5 | |
| PPlugParadigm=Flat: Aggregation-Based2026.06 | 52 | |
| RecencyParadigm=Flat: Retrieval-Based2026.06 | 50.4 | |
| BM25Paradigm=Flat: Retrieval-Based2026.06 | 50.4 | |
| FlanT5-XXLRetrieval Category=Ad-hoc2024.09 | 49.8 | |
| T-HParadigm=PHF Implements2026.06 | 48.8 | |
| T-FParadigm=PHF Implements2026.06 | 48.7 | |
| Zero-ShotBase Model=Qwen2.5-7B-Instruct2026.06 | 46.4 |