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ResearchFormerly WizWand

LaMP-1 Personalization on LaMP-1 (val)

68.2AccuracyROPG-RL
45.52851.41457.363.186Sep 18, 2024Dec 30, 2024Apr 13, 2025Jul 25, 2025Nov 6, 2025Feb 17, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ROPG-RLRetrieval Category=Optimized RBP2024.0968.2
PPlugRetrieval Category=PPlug2024.0968
ROPG-KDRetrieval Category=Optimized RBP2024.0967.6
RSPG-PreRetrieval Category=Optimized RBP2024.0967.2
RSPG-PostRetrieval Category=Optimized RBP2024.0967
ContrieverRetrieval Category=Naive RBP2024.0964.1
RecencyRetrieval Category=Naive RBP2024.0963.9
PHFCompassParadigm=PHF Implements2026.0663.1
BM25Retrieval Category=Naive RBP2024.0962.9
T-H+L-FParadigm=PHF Implements2026.0656.9
L-FParadigm=PHF Implements2026.0653.5
DenseParadigm=Flat: Retrieval-Based2026.0652.9
ROPGParadigm=Flat: Retrieval-Based2026.0652.6
T-H+T-FParadigm=PHF Implements2026.0652.5
PPlugParadigm=Flat: Aggregation-Based2026.0652
RecencyParadigm=Flat: Retrieval-Based2026.0650.4
BM25Paradigm=Flat: Retrieval-Based2026.0650.4
FlanT5-XXLRetrieval Category=Ad-hoc2024.0949.8
T-HParadigm=PHF Implements2026.0648.8
T-FParadigm=PHF Implements2026.0648.7
Zero-ShotBase Model=Qwen2.5-7B-Instruct2026.0646.4