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ResearchFormerly WizWand

LaMP-3 Personalization on LaMP-3 (val)

0.231MAEPPlug
0.220080.293790.36750.44121Sep 18, 2024Dec 30, 2024Apr 13, 2025Jul 25, 2025Nov 6, 2025Feb 17, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PPlugRetrieval Category=PPlug2024.090.2310.534
RSPG-PostRetrieval Category=Optimized RBP2024.090.2460.539
PHFCompassParadigm=PHF Implements2026.060.260.579
RSPG-PreRetrieval Category=Optimized RBP2024.090.2660.56
ROPG-RLRetrieval Category=Optimized RBP2024.090.2730.561
ROPG-KDRetrieval Category=Optimized RBP2024.090.2740.566
BM25Retrieval Category=Naive RBP2024.090.2930.585
ContrieverRetrieval Category=Naive RBP2024.090.2970.592
RecencyRetrieval Category=Naive RBP2024.090.3050.596
PPlugParadigm=Flat: Aggregation-Based2026.060.3140.805
T-H+T-FParadigm=PHF Implements2026.060.3240.66
T-H+L-FParadigm=PHF Implements2026.060.3340.655
FlanT5-XXLRetrieval Category=Ad-hoc2024.090.3350.639
T-HParadigm=PHF Implements2026.060.3550.691
T-FParadigm=PHF Implements2026.060.3670.725
DenseParadigm=Flat: Retrieval-Based2026.060.4140.75
L-FParadigm=PHF Implements2026.060.4190.762
OPPUParadigm=Flat: Aggregation-Based2026.060.4260.74
RecencyParadigm=Flat: Retrieval-Based2026.060.4560.811
ROPGParadigm=Flat: Retrieval-Based2026.060.4830.84
BM25Paradigm=Flat: Retrieval-Based2026.060.4950.859
Zero-ShotBase Model=Qwen2.5-7B-Instruct2026.060.4980.825
DiffMeanParadigm=Flat: Aggregation-Based2026.060.5040.834