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Recommendation on Yelp (Ranking K=500)

0.3279Hit Rate@500SASRec
0.2142280.2437390.273250.302761Feb 11, 2026

Evaluation results

MethodLinks
SASRecAttention Type=Transformer2026.020.32790.05110.941
TITANSAttention Type=Linear Attention, Mean Rank=2.252026.020.32560.05050.9395
SLAAttention Type=Linear Attention, Mean Rank=5.882026.020.32190.05020.9392
PRISMAttention Type=Linear Attention, Mean Rank=2.752026.020.32040.04970.9393
MAMBA2Attention Type=Linear Attention, Mean Rank=4.252026.020.320.04950.9385
GSAAttention Type=Linear Attention, Mean Rank=6.252026.020.31640.04910.9383
GDeltanetAttention Type=Linear Attention, Mean Rank=72026.020.31630.0490.9367
ATLASAttention Type=Linear Attention, Mean Rank=4.252026.020.31580.04870.9383
TTTAttention Type=Linear Attention, Mean Rank=6.52026.020.3140.04860.9375
MoMAttention Type=Linear Attention, Mean Rank=8.252026.020.31060.04820.9346
HSTUAttention Type=Transformer2026.020.30930.04750.9324
GLAAttention Type=Linear Attention, Mean Rank=7.622026.020.21860.03460.8943