Sequential Recommendation on Amazon Sports (test)
0.7094NDCG@5RGCF-XRec
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RGCF-XRec2026.02 | 0.7094 | 0.557 | 0.8248 | 0.8391 | 0.7142 | 37.87 | — | — | |
| A-LLMRec2026.02 | 0.5931 | 0.404 | 0.7482 | 0.7814 | 0.6044 | — | — | — | |
| CoLLM2026.02 | 0.4019 | 0.2352 | 0.5283 | 0.7313 | 0.4852 | — | — | — | |
| I-LLMRecModel Category=Image-aware LLM, Representation=Image-based (I)2025.03 | 0.3711 | — | 0.457 | 0.5689 | 0.4071 | — | — | — | |
| I-LLMRecModel Category=Image-aware LLM, Representation=Image-based (I) + Description-based (D)2025.03 | 0.3637 | — | 0.4554 | 0.5694 | 0.4003 | — | — | — | |
| TRSRModel Category=LLM, Representation=Description-based (D)2025.03 | 0.3375 | — | 0.4302 | 0.5515 | 0.3765 | — | — | — | |
| TALLRec2026.02 | 0.3374 | 0.1834 | 0.4552 | 0.6498 | 0.4174 | — | — | — | |
| UniMPModel Category=Image-aware LLM, Representation=Image-based (I)2025.03 | 0.3364 | — | 0.403 | 0.4853 | 0.3629 | — | — | — | |
| A-LLMRecModel Category=LLM, Representation=CF-based (CF)2025.03 | 0.3352 | — | 0.407 | 0.5096 | 0.3683 | — | — | — | |
| PDTN2026.02 | 0.3201 | 0.1891 | 0.4428 | 0.5774 | 0.3636 | — | — | — | |
| SASRecModel Category=Collaborative Filtering2025.03 | 0.3129 | — | 0.3841 | 0.476 | 0.3514 | — | — | — | |
| S^3-Rec2026.02 | 0.3104 | 0.1841 | 0.4267 | 0.5614 | 0.3538 | — | — | — | |
| TALLRecModel Category=LLM, Representation=Attributed-based (A)2025.03 | 0.2938 | — | 0.3801 | 0.4997 | 0.3323 | — | — | — | |
| BERT4RecModel Category=Collaborative Filtering2025.03 | 0.2389 | — | 0.2993 | 0.3866 | 0.267 | — | — | — | |
| VBPRModel Category=Collaborative Filtering2025.03 | 0.2369 | — | 0.3097 | 0.4108 | 0.2694 | — | — | — | |
| BERT4Rec2026.02 | 0.2341 | 0.1255 | 0.3375 | 0.4722 | 0.2775 | — | — | — | |
| GRU4Rec2026.02 | 0.2126 | 0.116 | 0.3055 | 0.4299 | 0.2527 | — | — | — | |
| GRU4RecModel Category=Collaborative Filtering2025.03 | 0.2106 | — | 0.282 | 0.3775 | 0.2413 | — | — | — | |
| SASRec2026.02 | 0.2059 | 0.1217 | 0.285 | 0.3902 | 0.2398 | — | — | — | |
| PLEASER2026.02 | 0.147 | 0.056 | 0.2409 | 0.4244 | 0.2058 | — | — | — | |
| ReasonRecTask=Sequential Recommendation2026.06 | 0.0694 | — | 0.0721 | — | — | — | — | — | |
| UniMPTask=Sequential Recommendation2026.06 | 0.0419 | — | 0.0515 | — | — | — | — | — | |
| VIP5Task=Sequential Recommendation2026.06 | 0.0371 | — | 0.0436 | — | — | — | — | — | |
| CAPSID+SEMANTICBPEmean over seeds=32026.05 | 0.0237 | — | — | — | 0.029 | — | 3.51 | 5.27 | |
| CAPSIDmean over seeds=32026.05 | 0.0229 | — | — | — | 0.0281 | — | 3.37 | 5.07 | |
| ActionPiecemean over seeds=32026.05 | 0.0224 | — | — | — | 0.0264 | — | 3.3 | 5 | |
| UniRec-CoApatch-route methods=true, extra dense or attribute info=true, mean over seeds=32026.05 | 0.0217 | — | — | — | 0.0268 | — | 3.16 | 4.78 | |
| ReSIDmean over seeds=32026.05 | 0.0215 | — | — | — | 0.0266 | — | 3.14 | 4.75 | |
| COBRApatch-route methods=true, extra dense or attribute info=true, mean over seeds=32026.05 | 0.0215 | — | — | — | 0.0257 | — | 3.05 | 4.34 | |
| Majority VoteTask=Sequential Recommendation2026.06 | 0.0211 | — | 0.0313 | — | — | — | — | — | |
| DIGERmean over seeds=32026.05 | 0.021 | — | — | — | 0.0258 | — | 3.06 | 4.63 | |
| ADA-SIDmean over seeds=32026.05 | 0.0206 | — | — | — | 0.0254 | — | 3.02 | 4.56 | |
| SA2CRQmean over seeds=32026.05 | 0.0203 | — | — | — | 0.0252 | — | 2.98 | 4.51 | |
| ETEGRecmean over seeds=32026.05 | 0.0201 | — | — | — | 0.0249 | — | 2.94 | 4.44 | |
| LETTERmean over seeds=32026.05 | 0.0198 | — | — | — | 0.0244 | — | 2.88 | 4.35 | |
| NextItNetTask=Sequential Recommendation2026.06 | 0.0197 | — | 0.0258 | — | — | — | — | — | |
| S^3-RecTask=Sequential Recommendation2026.06 | 0.0189 | — | 0.0274 | — | — | — | — | — | |
| LC-Recmean over seeds=32026.05 | 0.0188 | — | — | — | 0.0233 | — | 2.76 | 4.17 | |
| TIGERmean over seeds=32026.05 | 0.0181 | — | — | — | 0.0225 | — | 2.64 | 4 | |
| P5Task=Sequential Recommendation2026.06 | 0.0176 | — | 0.0275 | — | — | — | — | — | |
| SASRecTask=Sequential Recommendation2026.06 | 0.0175 | — | 0.0289 | — | — | — | — | — | |
| LightSANsTask=Sequential Recommendation2026.06 | 0.017 | — | 0.026 | — | — | — | — | — | |
| TIESBackbone=BLaIR-large2026.01 | — | — | — | — | 0.0145 | — | — | — |