Recommendation on Amazon Cell Phones and Accessories (test)
32N@1MMEACR-RRF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MMEACR-RRFFusion=RRF formula2026.07 | 32 | 53.27 | 62.14 | 50.49 | |
| MMEACR-DESInput=latest memories2026.07 | 30 | 50.66 | 59.26 | 46.92 | |
| CoTAgentPrompting=Zero-shot Chain-of-Thought (CoT)2026.07 | 28 | 43.34 | 53.39 | 42.13 | |
| MMEACR-EMBInput=item image-title embeddings, Ranking=cosine similarity2026.07 | 25 | 49.79 | 58.15 | 45.17 | |
| BM25Type=Text-matching2026.07 | 21 | 36.91 | 47.47 | 37.41 | |
| LLMSeqSimType=Embedding-similarity2026.07 | 21 | 42.67 | 53.44 | 39.38 | |
| LLMRankLLM=GPT-4o-mini, Mode=Zero-shot ranker2026.07 | 20.43 | 41.35 | 52.99 | 38.88 | |
| AgentCFType=Autonomous LLM agents2026.07 | 20 | 43.93 | 54.96 | 41.21 | |
| PopType=Popularity-based2026.07 | 13 | 31.73 | 47.34 | 31.77 | |
| MLLMSeqSimType=Multimodal LLM embedding2026.07 | 13 | 32.26 | 47.78 | 32.34 | |
| SASRecModel=Self-attention sequential2026.07 | 12 | 30.96 | 46.1 | 30.2 |