Structured Web Data Extraction on SWDE
91.09PerformanceAVG-S2
Evaluation results
| Method | Links | |
|---|---|---|
| AVG-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S2 - KL)2025.12 | 91.09 | |
| AVG-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S2 - KL)2025.12 | 90.01 | |
| GA-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S2 - KL)2025.12 | 89.92 | |
| CWEStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 89.56 | |
| GR-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S2 - KL)2025.12 | 89.29 | |
| GA-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S2 - KL)2025.12 | 89.29 | |
| SMARTStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 89.02 | |
| GR-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S2 - KL)2025.12 | 88.75 | |
| AVG-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 88.66 | |
| AVG-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S2 - KL)2025.12 | 88.48 | |
| ARStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 88.39 | |
| GA-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S2 - KL)2025.12 | 88.39 | |
| GR-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 88.21 | |
| SMARTStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 87.67 | |
| GR-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S2 - KL)2025.12 | 87.49 | |
| UNIFORMStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 87.4 | |
| AVG-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S2 - KL)2025.12 | 87.04 | |
| GA-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 86.68 | |
| SMARTStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 86.59 | |
| GA-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S2 - KL)2025.12 | 86.14 | |
| VTStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 85.87 | |
| GA-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S2 - KL)2025.12 | 85.87 | |
| VTStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 85.69 | |
| CWEStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 85.69 | |
| GA-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 85.69 | |
| AVG-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S2 - KL)2025.12 | 85.65 | |
| AR-MHStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 85.51 | |
| UNIFORMStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 85.15 | |
| KVStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 85.15 | |
| AVG-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 85.06 | |
| GA-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S2 - KL)2025.12 | 85.06 | |
| UNIFORMStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 84.79 | |
| LM-PPLStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 84.43 | |
| GR-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S2 - KL)2025.12 | 84.25 | |
| ACT-MSEStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 83.98 | |
| GA-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=12.5%, Selector Category=Learning-Based (S2 - KL)2025.12 | 83.98 | |
| UNIFORMStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 83.8 | |
| ACT-MSEStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 83.8 | |
| LM-PPLStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 83.53 | |
| GA-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 83.44 | |
| SMARTStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 83.35 | |
| AR-MHStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 83.35 | |
| ARStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 83.26 | |
| GR-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 83.26 | |
| AR-MHStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 82.99 | |
| GR-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=12.5%, Selector Category=Learning-Based (S2 - KL)2025.12 | 82.99 | |
| CWEStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 82.9 | |
| KVStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 82.72 | |
| ARStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Heuristic-Based2025.12 | 82.63 | |
| ACT-MSEStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 82.54 | |
| AR-MHStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 82.54 | |
| GR-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 82.54 | |
| AVG-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=50%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 82.54 | |
| ARStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 82.45 | |
| GR-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S2 - KL)2025.12 | 82.45 | |
| UNIFORMStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 82.36 | |
| LM-PPLStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 81.55 | |
| SMARTStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 81.55 | |
| GA-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 81.46 | |
| AVG-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S2 - KL)2025.12 | 81.37 | |
| AVG-S2Student Model=Qwen2.5-3B-Instruct, Softmax ratio=12.5%, Selector Category=Learning-Based (S2 - KL)2025.12 | 81.28 | |
| KVStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 81.1 | |
| GR-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S2 - KL)2025.12 | 81.1 | |
| KVStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 81.01 | |
| KVStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 80.74 | |
| SMARTStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 80.74 | |
| GA-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 80.47 | |
| CWEStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 80.2 | |
| ARStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 79.84 | |
| AVG-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 79.75 | |
| AVG-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 79.57 | |
| ACT-MSEStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 79.39 | |
| AR-MHStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 79.3 | |
| AR-MHStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 79.21 | |
| KVStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 78.94 | |
| GA-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Learning-Based (S2 - KL)2025.12 | 78.85 | |
| AVG-S2Student Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Learning-Based (S2 - KL)2025.12 | 78.85 | |
| GR-S1Student Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 78.31 | |
| LM-PPLStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 77.95 | |
| ARStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 77.77 | |
| LM-PPLStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 77.14 | |
| ACT-MSEStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 76.87 | |
| UNIFORMStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 76.78 | |
| AR-MHStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 76.78 | |
| SMARTStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 76.69 | |
| UNIFORMStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 76.15 | |
| VTStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 75.07 | |
| ARStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 74.98 | |
| GR-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 74.8 | |
| LM-PPLStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 73.81 | |
| GA-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 72.82 | |
| VTStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 72.55 | |
| CWEStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 71.92 | |
| AVG-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 71.92 | |
| LM-PPLStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 69.85 | |
| GR-S1Student Model=Llama-3.2-3B-Instruct, Softmax ratio=25%, Selector Category=Learning-Based (S1 - MSE)2025.12 | 69.58 | |
| VTStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=33%, Selector Category=Heuristic-Based2025.12 | 68.95 | |
| ARStudent Model=Llama-3.2-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 68.5 | |
| UNIFORMStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=12.5%, Selector Category=Heuristic-Based2025.12 | 67.6 | |
| ACT-MSEStudent Model=Qwen2.5-3B-Instruct, Softmax ratio=25%, Selector Category=Heuristic-Based2025.12 | 67.42 |