Price Prediction on Boats
21.2MAPE (%)Mistral-7B-Quantile
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Mistral-7B-QuantileRegression Method=Quantile2025.06 | 21.2 | 2.19 | 23.96 | |
| XLM-R Base-QuantileRegression Method=Quantile2025.06 | 22.17 | 0.58 | 23.59 | |
| XLM-R Large-QuantileRegression Method=Quantile2025.06 | 22.67 | -4.51 | 31.05 | |
| Mistral-7B-PointRegression Method=Point2025.06 | 24.01 | 4.1 | 25.82 | |
| Claude-3.5-SonnetNumber of Shots=2048, Few-shot Sampling Strategy=random shots2025.06 | 30 | 17.32 | 29.36 | |
| Qwen-7B-Emb+RidgeRegression Method=Ridge, Backbone=Qwen-7B-Emb2025.06 | 30.77 | -7.52 | 28.77 | |
| Qwen-7B-Emb+XGBoostRegression Method=XGBoost, Backbone=Qwen-7B-Emb2025.06 | 44.56 | -12.84 | 42.35 | |
| Nova-ProNumber of Shots=2048, Few-shot Sampling Strategy=random shots2025.06 | 61.01 | 23.22 | 48.79 | |
| Qwen-500M-QuantileRegression Method=Quantile2025.06 | 62.27 | 16.98 | 77.23 | |
| Qwen-7B-Emb+RkNN-QuantileRegression Method=RkNN-Quantile, Backbone=Qwen-7B-Emb2025.06 | 70.96 | -28.67 | 56.8 | |
| Phi-3B-QuantileRegression Method=Quantile2025.06 | 73.83 | 72.89 | 93.64 | |
| Qwen-7B-Emb+kNN-QuantileRegression Method=kNN-Quantile, Backbone=Qwen-7B-Emb2025.06 | 77.68 | -32.36 | 63.39 | |
| Qwen-7B-Emb+QuantileRegression Method=Quantile, Backbone=Qwen-7B-Emb2025.06 | 131.03 | -67.61 | 82.21 |