Price Prediction on Used Cars
6.3MAPEMistral-7B-Quantile
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Mistral-7B-QuantileRegression Method=Quantile2025.06 | 6.3 | 0.19 | 5.4 | |
| Mistral-7B-PointRegression Method=Point2025.06 | 9.76 | -5.4 | 12.79 | |
| XLM-R Base-QuantileRegression Method=Quantile2025.06 | 11.45 | -5.71 | 8.89 | |
| XLM-R Large-QuantileRegression Method=Quantile2025.06 | 12.84 | -9.7 | 10.46 | |
| Qwen-500M-QuantileRegression Method=Quantile2025.06 | 23.49 | -4.56 | 15.93 | |
| Qwen-7B-Emb+XGBoostRegression Method=XGBoost, Backbone=Qwen-7B-Emb2025.06 | 39.7 | -16.09 | 26.13 | |
| Qwen-7B-Emb+RidgeRegression Method=Ridge, Backbone=Qwen-7B-Emb2025.06 | 40.46 | -18.04 | 23.04 | |
| Phi-3B-QuantileRegression Method=Quantile2025.06 | 52.79 | 47.09 | 74.91 | |
| Qwen-7B-Emb+RkNN-QuantileRegression Method=RkNN-Quantile, Backbone=Qwen-7B-Emb2025.06 | 58.18 | -40.92 | 21.37 | |
| Qwen-7B-Emb+kNN-QuantileRegression Method=kNN-Quantile, Backbone=Qwen-7B-Emb2025.06 | 79.72 | -59.39 | 26.81 | |
| Nova-ProNumber of Shots=1024, Few-shot Sampling Strategy=random shots2025.06 | 219.67 | 173.07 | 46.44 | |
| Qwen-7B-Emb+QuantileRegression Method=Quantile, Backbone=Qwen-7B-Emb2025.06 | 235.92 | -192.67 | 58.41 | |
| Claude-3.5-SonnetNumber of Shots=2048, Few-shot Sampling Strategy=random shots2025.06 | 275 | 189.19 | 53.34 |