Recommendation on Amazon All Beauty (test)
0.21MAECrowdLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CrowdLLMLLM backbone=Gemma 3-12B2025.12 | 0.21 | 0.26 | 0.93 | 0.04 | |
| LLMLLM backbone=Gemma 3-12B, Prompting Strategy=multi-persona2025.12 | 0.87 | 0.97 | 0.24 | 0.09 | |
| VAE2025.12 | 0.88 | 1.02 | 0.28 | 0.06 | |
| LLMLLM backbone=Gemma 3-12B, Prompting Strategy=Self-Consistency (SC)2025.12 | 1.03 | 1.16 | 0.13 | 0.14 | |
| LLMLLM backbone=Gemma 3-12B, Prompting Strategy=zero-shot2025.12 | 1.04 | 1.19 | 0.13 | 0.15 | |
| random2025.12 | 1.19 | 1.3 | 0.59 | 0.14 |