Recommendation on MovieLens cold-start 1M (derived)
50.1AccuracyMixRAGRec
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MixRAGRecBackbone=LLaMA3-8B2026.05 | 50.1 | 77.8 | 84.6 | |
| K-RagRecBackbone=QWEN2, KG RAG-enhanced=true2025.01 | 40.6 | 70.5 | 83.4 | |
| K-RagRecBackbone=LLaMA3-8B2026.05 | 39.2 | 70.6 | 74.8 | |
| G-retrieverBackbone=LLaMA3-8B2026.05 | 35.6 | 64.1 | 73.8 | |
| GraphToken w/ RAGBackbone=QWEN2, KG RAG-enhanced=true2025.01 | 25.8 | 47.3 | 62 | |
| G-retrieverBackbone=QWEN2, KG RAG-enhanced=true2025.01 | 18.5 | 38.4 | 48.8 | |
| PT w/ KG-TextBackbone=QWEN2, KG RAG-enhanced=true2025.01 | 10.6 | 23.9 | 39.5 | |
| LLaMA3-8BBackbone=LLaMA3-8B, prompting=zero-shot2026.05 | 8.3 | — | — |