Information Extraction (Discrete Fields) on MeltpoolNet 100 mapped row pairs
90.48Beam D PrecisionMDA
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MDABackbone=Claude Opus 4.6, Open Source=false2026.05 | 90.48 | 82.61 | 86.38 | 72.09 | 59.62 | 65.26 | 95.96 | 98.96 | 97.44 | 38.96 | 56.6 | 46.15 | 16.18 | 33.33 | 21.79 | |
| MDABackbone=GLM 5V Turbo, Open Source=false2026.05 | 80 | 100 | 88.89 | 86.84 | 100 | 92.96 | 100 | 100 | 100 | 60 | 100 | 75 | 50 | 100 | 66.67 | |
| MDABackbone=Qwen-3.5-397B, Open Source=true2026.05 | 79 | 100 | 88.27 | 100 | 100 | 100 | 100 | 100 | 100 | 71.95 | 76.62 | 74.21 | 54.88 | 71.43 | 62.07 | |
| MDABackbone=GPT-5.2, Open Source=false2026.05 | 73.81 | 79.49 | 76.54 | 100 | 42.86 | 60 | 100 | 100 | 100 | 78.57 | 23.4 | 36.06 | 28.57 | 13.79 | 18.6 | |
| MDABackbone=GPT-5.4, Open Source=false2026.05 | 35.71 | 45.45 | 40 | 87 | 100 | 93.05 | 100 | 100 | 100 | 78.38 | 31.52 | 44.96 | 75 | 75 | 75 |