Price Prediction on Amazon Products
16.86MAPEMistral-7B-Quantile
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Mistral-7B-QuantileRegression Method=Quantile2025.06 | 16.86 | -0.88 | 18.32 | |
| Mistral-7B-PointRegression Method=Point2025.06 | 20.81 | -3.4 | 22.81 | |
| Phi-3B-QuantileRegression Method=Quantile2025.06 | 34.17 | -5.41 | 38.17 | |
| XLM-R Large-QuantileRegression Method=Quantile2025.06 | 36.52 | -15.18 | 37.51 | |
| Claude-3.5-SonnetNumber of Shots=512, Few-shot Sampling Strategy=category-based shots2025.06 | 38.5 | 14.32 | 41.4 | |
| Qwen-500M-QuantileRegression Method=Quantile2025.06 | 39.19 | -6.33 | 43.15 | |
| XLM-R Base-QuantileRegression Method=Quantile2025.06 | 41.99 | -21.73 | 40.27 | |
| Qwen-7B-Emb+RkNN-QuantileRegression Method=RkNN-Quantile, Backbone=Qwen-7B-Emb2025.06 | 42.68 | -10.33 | 48.03 | |
| Nova-ProNumber of Shots=512, Few-shot Sampling Strategy=category-based shots2025.06 | 43.77 | 19.12 | 48.13 | |
| Qwen-7B-Emb+kNN-QuantileRegression Method=kNN-Quantile, Backbone=Qwen-7B-Emb2025.06 | 46.86 | -10.53 | 54.05 | |
| Qwen-7B-Emb+RidgeRegression Method=Ridge, Backbone=Qwen-7B-Emb2025.06 | 58.97 | 30.36 | 52.72 | |
| Qwen-7B-Emb+XGBoostRegression Method=XGBoost, Backbone=Qwen-7B-Emb2025.06 | 63.16 | -32.57 | 58.01 | |
| Qwen-7B-Emb+QuantileRegression Method=Quantile, Backbone=Qwen-7B-Emb2025.06 | 77.97 | -27.44 | 76.3 |