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Explainable Recommendation on Yelp

0.3852BLEUBEAT w/o Macro
0.2887920.3138210.338850.363879Dec 17, 2025

Evaluation results

MethodLinks
BEAT w/o MacroModel type=Our Proposed, Zero-shot=true2025.120.3852-4.56910.3272
TEA-GLMModel type=LLM Based, Zero-shot=true2025.120.3844-4.54520.3067
Attn2seqModel type=ID Based, Zero-shot=true2025.120.3834-4.6040.1841
BEATModel type=Our Proposed, Zero-shot=true2025.120.3771-4.54420.3302
XRecModel type=LLM Based, Zero-shot=true2025.120.3565-4.62260.2871
PLETERModel type=LLM Based, Zero-shot=true2025.120.347-4.59960.3252
GraphGPTModel type=LLM Based, Zero-shot=true2025.120.3399-4.52750.2958
Time-LLMModel type=LLM Based, Zero-shot=true2025.120.3368-4.59330.3135
PETERModel type=ID Based, Zero-shot=true2025.120.3329-4.64690.1675
BEAT w/o MicroModel type=Our Proposed, Zero-shot=true2025.120.3136-4.55450.2793
NRTModel type=ID Based, Zero-shot=true2025.120.3112-5.08410.2652
BEAT w/o SARModel type=Our Proposed, Zero-shot=true2025.120.2967-4.50190.3124
XRec-ProfileModel type=LLM Based, Zero-shot=true2025.120.2925-4.59550.2579