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Continual Recommendation on Books

4.22Average MetricPESO
0.25761.28632.3153.3437Oct 29, 2025

Evaluation results

MethodLinks
PESOModel Architecture Category=LLM-based2025.104.22
Fine-tuning (w/ LoRA)Model Architecture Category=LLM-based2025.104.14
PISAModel Architecture Category=Traditional two-tower2025.103.01
ContrastiveModel Architecture Category=Traditional two-tower2025.102.72
Contrastive + PIWModel Architecture Category=Traditional two-tower2025.102.43
PretrainModel Architecture Category=LLM-based2025.102.35
Fine-tuningModel Architecture Category=Traditional two-tower2025.102.18
PretrainModel Architecture Category=Traditional two-tower2025.100.41