| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MAVE 1.0 (test) | Precision100 | 33 | 3mo ago | ||
| Amazon Reviews 2023 | Qwen3-32B | F1LLM88.4 | 21 | 1mo ago | |
| AE-110K | F1 Score87.5 | 12 | 1mo ago | ||
| OA-Mine | Qwen3-8B | F1 Score89.1 | 12 | 1mo ago | |
| MAVE zero-shot 1.0 (test) | MAVEQA | Precision85.56 | 10 | 3mo ago | |
| AE-110K Unseen attribute-value pairs (test) | ExtractGPT | F1 Score68.8 | 8 | 3mo ago | |
| OA-Mine Unseen attribute-value pairs (test) | ExtractGPT | F1 Score76.4 | 8 | 3mo ago | |
| AE-110K All attribute-value pairs (test) | ExtractGPT | F1 Score87.5 | 8 | 3mo ago | |
| OA-Mine All attribute-value pairs (test) | ExtractGPT | F1 Score82.2 | 8 | 3mo ago | |
| AE-pub cleaned (test) | BERT-QA +vals +drop +mixing | Macro Precision47.74 | 8 | 3mo ago |