Cross-domain Sequential Recommendation on Amazon Kitchen (test)
54.06Hit Rate@10LLM-EDT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLM-EDTModel Category=Ours2025.11 | 54.06 | 42.36 | — | |
| LLM4CDSRModel Category=LLMESR2025.11 | 49.01 | 37.68 | — | |
| LLMCDSRModel Category=LLMESR2025.11 | 47.79 | 36.01 | — | |
| ABXIModel Category=CDSR2025.11 | 46.82 | 35.46 | — | |
| LLM-ESRModel Category=LLMESR2025.11 | 45.51 | 34.85 | — | |
| AIRReasoning LLM=Qwen3-4b, Embedding Model=BAAI/bge-m32026.06 | 45.2 | — | 28.5 | |
| SASRec2026.06 | 45 | — | 24.9 | |
| TriCDRModel Category=CDSR2025.11 | 44.46 | 34.42 | — | |
| C2DSRModel Category=CDSR2025.11 | 44.24 | 34.17 | — | |
| LLMCDSR2026.06 | 43.9 | — | 25.2 | |
| SyNCRecModel Category=CDSR2025.11 | 43.83 | 32.11 | — | |
| SASRecModel Category=SRS2025.11 | 42.11 | 32.08 | — | |
| BERT4RecModel Category=SRS2025.11 | 40.87 | 30.94 | — | |
| GRU4RecModel Category=SRS2025.11 | 39.11 | 28.94 | — | |
| GRU4Rec2026.06 | 24.7 | — | 13 | |
| SRGNN2026.06 | 18.1 | — | 10 | |
| Caser2026.06 | 16.6 | — | 8.5 | |
| FPMC2026.06 | 15.3 | — | 8.6 | |
| FEARec2026.06 | 12.5 | — | 6.8 | |
| MGCL2026.06 | 8.2 | — | 4.1 | |
| π-Net2026.06 | 7.8 | — | 3.6 | |
| C2DSR2026.06 | 4.6 | — | 2.3 | |
| TPUF2026.06 | 2.5 | — | 1.2 |