Explainable Recommendation on Amazon
41.95BLEUBEAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BEATModel type=Our Proposed, Zero-shot=true2025.12 | 41.95 | -3.9929 | 0.3821 | |
| TEA-GLMModel type=LLM Based, Zero-shot=true2025.12 | 39.71 | -4.1348 | 0.3406 | |
| Time-LLMModel type=LLM Based, Zero-shot=true2025.12 | 39.36 | -4.078 | 0.347 | |
| XRec-ProfileModel type=LLM Based, Zero-shot=true2025.12 | 38.54 | -4.1749 | 0.3259 | |
| BEAT w/o MacroModel type=Our Proposed, Zero-shot=true2025.12 | 37.95 | -4.1382 | 0.3415 | |
| BEAT w/o MicroModel type=Our Proposed, Zero-shot=true2025.12 | 37.81 | -4.06 | 0.3447 | |
| BEAT w/o SARModel type=Our Proposed, Zero-shot=true2025.12 | 37.2 | -4.0945 | 0.3531 | |
| PETERModel type=ID Based, Zero-shot=true2025.12 | 36.82 | -4.23 | 0.1488 | |
| GraphGPTModel type=LLM Based, Zero-shot=true2025.12 | 35.96 | -4.038 | 0.3494 | |
| PLETERModel type=LLM Based, Zero-shot=true2025.12 | 31.2 | -4.063 | 0.2816 | |
| XRecModel type=LLM Based, Zero-shot=true2025.12 | 29.99 | -4.321 | 0.3598 | |
| Attn2seqModel type=ID Based, Zero-shot=true2025.12 | 28.43 | -4.9738 | -0.1207 | |
| NRTModel type=ID Based, Zero-shot=true2025.12 | 23.66 | -4.337 | 0.33 |