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Rating Simulation on ML-1M

1.0888RMSERaw Recent Interactions
1.080081.138941.19781.25666May 13, 2026

Evaluation results

MethodLinks
Raw Recent Interactionsprofile=raw recent interactions as context2026.051.08880.3157
No Profileprofile=empty profile2026.051.09690.3241
APG4RecSimmerging=hybrid semantic-causal merging2026.051.12250.2507
APG4RecSimmerging=semantic merging only2026.051.16030.2515
RecAgentprofile=generated by RecAgent2026.051.17040.2863
Agent4Recprofile=generated by Agent4Rec2026.051.30680.2162