Sequential Recommendation on ML-20M
0.78NDCG@10BERT4Rec
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BERT4RecEmbedding=2562026.02 | 0.78 | 7,383 | 1,989 | 0.94 | -22.94 | -15.01 | -1.17 | -0.21 | — | — | |
| LinRecEmbedding=2562026.02 | 0.78 | 7,429 | 2,007 | 0.94 | -23.42 | -15.76 | -1.11 | -0.17 | — | — | |
| Cotten4RecEmbedding=2562026.02 | 0.77 | 5,689 | 1,691 | 0.94 | — | — | — | — | — | — | |
| BERT4RecEmbedding=1282026.02 | 0.76 | 6,787 | 1,346 | 0.94 | -24.26 | -26.85 | -2.19 | -0.6 | — | — | |
| BERT4RecSeqL=2002026.02 | 0.756 | 11,769 | 2,267 | 0.938 | -24.58 | -24.06 | -2.44 | -0.54 | — | — | |
| BERT4RecSeqL=1002026.02 | 0.755 | 5,895 | 1,350 | 0.936 | -23.64 | -22.21 | -2.12 | -0.57 | — | — | |
| LinRecSeqL=1002026.02 | 0.752 | 5,909 | 1,279 | 0.936 | -23.82 | -17.9 | -1.75 | -0.6 | — | — | |
| LinRecEmbedding=1282026.02 | 0.75 | 6,761 | 1,304 | 0.94 | -23.97 | -24.53 | -1.56 | -0.51 | — | — | |
| BERT4RecSeqL=502026.02 | 0.75 | 2,998 | 777 | 0.932 | -22.77 | -9.41 | -1.81 | -0.55 | — | — | |
| LinRecSeqL=2002026.02 | 0.75 | 11,694 | 2,247 | 0.936 | -24.09 | -23.39 | -1.61 | -0.39 | — | — | |
| LinRecSeqL=502026.02 | 0.749 | 3,023 | 818 | 0.932 | -23.41 | -13.93 | -1.62 | -0.55 | — | — | |
| Cotten4RecEmbedding=1282026.02 | 0.74 | 5,140 | 984 | 0.93 | — | — | — | — | — | — | |
| Cotten4RecSeqL=1002026.02 | 0.739 | 4,501 | 1,050 | 0.931 | — | — | — | — | — | — | |
| Cotten4RecSeqL=2002026.02 | 0.738 | 8,877 | 1,722 | 0.933 | — | — | — | — | — | — | |
| Cotten4RecSeqL=502026.02 | 0.737 | 2,315 | 704 | 0.927 | — | — | — | — | — | — | |
| BERT4RecEmbedding=642026.02 | 0.72 | 6,491 | 1,059 | 0.92 | -25.08 | -24.41 | -3.08 | -0.86 | — | — | |
| LinRecEmbedding=642026.02 | 0.72 | 6,435 | 1,032 | 0.92 | -24.42 | -22.47 | -2.35 | -0.86 | — | — | |
| Cotten4RecEmbedding=642026.02 | 0.7 | 4,863 | 800 | 0.92 | — | — | — | — | — | — | |
| RCL2025.04 | 0.1805 | — | — | 0.3113 | — | — | — | — | 0.2193 | 0.1503 | |
| HPM2025.04 | 0.1741 | — | — | 0.3011 | — | — | — | — | 0.2113 | 0.1436 | |
| ContraRec2025.04 | 0.1739 | — | — | 0.3007 | — | — | — | — | 0.2096 | 0.1433 | |
| DuoRec2025.04 | 0.1735 | — | — | 0.3001 | — | — | — | — | 0.2098 | 0.1428 | |
| MCLRec2025.04 | 0.1726 | — | — | 0.2995 | — | — | — | — | 0.2102 | 0.1421 | |
| CT4Rec2025.04 | 0.1652 | — | — | 0.2802 | — | — | — | — | 0.2079 | 0.1399 | |
| CL4SRec2025.04 | 0.1131 | — | — | 0.2271 | — | — | — | — | 0.1287 | 0.0891 | |
| SASRec2025.04 | 0.1013 | — | — | 0.2152 | — | — | — | — | 0.1143 | 0.0717 |