| # Set-consistent — 4 bo NER, 18 run |
|
|
| - base model: `fastino/gliner2-multi-v1` |
| - train: `--loss set` (mac dinh cua train.py cho moi tham so set) |
| - eval: `--threshold 0.5 --use-desc --schema-case original --no-extra-val` |
|
|
| > `--loss set` tu bat learnable null anchor trong scorer, nen checkpoint decode o |
| > **threshold 0.5** — khac 0.7 cua bang loss-ablation 5 config. Khac biet co chu |
| > dich, khong phai threshold tuning. |
|
|
| ## Ngan sach tung bo |
|
|
| | bo | repo | nhan | split | seeds | epochs | batch | |
| |---|---|---:|---|---:|---:|---:| |
| | `fin` | `quynong/fin` | 4 | test | 5 | 8 | 16 | |
| | `mit_restaurant` | `quynong/mit_restaurant` | 8 | test | 5 | 6 | 16 | |
| | `conll2003` | `quynong/conll2003` | 4 | test | 5 | 6 | 16 | |
| | `ontonotes5` | `quynong/ontonotes5` | 18 | test | 3 | 3 | 16 | |
|
|
| ## Ket qua (%, mean +/- std tren seed) |
|
|
| | mode | bo | n seeds | macro F1 | micro F1 | micro P | micro R | |
| |---|---|---:|---:|---:|---:|---:| |
| | lenient | fin | 5 | 45.83 +/- 8.08 | 80.93 +/- 2.40 | 85.29 | 77.4 | |
| | lenient | mit_restaurant | 5 | 88.14 +/- 0.38 | 89.09 +/- 0.25 | 90.19 | 88.02 | |
| | lenient | conll2003 | 5 | 88.99 +/- 0.78 | 90.29 +/- 0.80 | 90.69 | 89.89 | |
| | lenient | ontonotes5 | 3 | 81.13 +/- 0.24 | 90.53 +/- 0.10 | 89.42 | 91.68 | |
| | strict | fin | 5 | 40.56 +/- 5.90 | 75.41 +/- 1.86 | 79.55 | 72.06 | |
| | strict | mit_restaurant | 5 | 81.46 +/- 0.44 | 82.45 +/- 0.35 | 83.47 | 81.45 | |
| | strict | conll2003 | 5 | 86.91 +/- 0.74 | 88.64 +/- 0.80 | 89.05 | 88.25 | |
| | strict | ontonotes5 | 3 | 76.96 +/- 0.40 | 87.42 +/- 0.15 | 86.34 | 88.52 | |
|
|
| ## Dong cho `tab:macro-f1` (strict macro F1) |
|
|
| ```latex |
| \textbf{Set-consistent (ours)} & $ 86.91_{\pm 0.74} $ & $ 76.96_{\pm 0.40} $ & $ 40.56_{\pm 5.90} $ & $ 81.46_{\pm 0.44} $ & \textbf{71.47} \\ |
| ``` |
|
|
| ## Checkpoint tung run |
|
|
| - `fin-set-seed42` -> [AITeamUIT/gliner2-ner-fin-set-seed42](https://huggingface.co/AITeamUIT/gliner2-ner-fin-set-seed42) (strict macro F1 47.61) |
| - `fin-set-seed43` -> [AITeamUIT/gliner2-ner-fin-set-seed43](https://huggingface.co/AITeamUIT/gliner2-ner-fin-set-seed43) (strict macro F1 45.63) |
| - `fin-set-seed44` -> [AITeamUIT/gliner2-ner-fin-set-seed44](https://huggingface.co/AITeamUIT/gliner2-ner-fin-set-seed44) (strict macro F1 39.22) |
| - `fin-set-seed45` -> [AITeamUIT/gliner2-ner-fin-set-seed45](https://huggingface.co/AITeamUIT/gliner2-ner-fin-set-seed45) (strict macro F1 36.50) |
| - `fin-set-seed46` -> [AITeamUIT/gliner2-ner-fin-set-seed46](https://huggingface.co/AITeamUIT/gliner2-ner-fin-set-seed46) (strict macro F1 33.82) |
| - `mit_restaurant-set-seed42` -> [AITeamUIT/gliner2-ner-mit_restaurant-set-seed42](https://huggingface.co/AITeamUIT/gliner2-ner-mit_restaurant-set-seed42) (strict macro F1 81.44) |
| - `mit_restaurant-set-seed43` -> [AITeamUIT/gliner2-ner-mit_restaurant-set-seed43](https://huggingface.co/AITeamUIT/gliner2-ner-mit_restaurant-set-seed43) (strict macro F1 81.92) |
| - `mit_restaurant-set-seed44` -> [AITeamUIT/gliner2-ner-mit_restaurant-set-seed44](https://huggingface.co/AITeamUIT/gliner2-ner-mit_restaurant-set-seed44) (strict macro F1 80.74) |
| - `mit_restaurant-set-seed45` -> [AITeamUIT/gliner2-ner-mit_restaurant-set-seed45](https://huggingface.co/AITeamUIT/gliner2-ner-mit_restaurant-set-seed45) (strict macro F1 81.52) |
| - `mit_restaurant-set-seed46` -> [AITeamUIT/gliner2-ner-mit_restaurant-set-seed46](https://huggingface.co/AITeamUIT/gliner2-ner-mit_restaurant-set-seed46) (strict macro F1 81.70) |
| - `conll2003-set-seed42` -> [AITeamUIT/gliner2-ner-conll2003-set-seed42](https://huggingface.co/AITeamUIT/gliner2-ner-conll2003-set-seed42) (strict macro F1 87.29) |
| - `conll2003-set-seed43` -> [AITeamUIT/gliner2-ner-conll2003-set-seed43](https://huggingface.co/AITeamUIT/gliner2-ner-conll2003-set-seed43) (strict macro F1 85.94) |
| - `conll2003-set-seed44` -> [AITeamUIT/gliner2-ner-conll2003-set-seed44](https://huggingface.co/AITeamUIT/gliner2-ner-conll2003-set-seed44) (strict macro F1 86.78) |
| - `conll2003-set-seed45` -> [AITeamUIT/gliner2-ner-conll2003-set-seed45](https://huggingface.co/AITeamUIT/gliner2-ner-conll2003-set-seed45) (strict macro F1 86.62) |
| - `conll2003-set-seed46` -> [AITeamUIT/gliner2-ner-conll2003-set-seed46](https://huggingface.co/AITeamUIT/gliner2-ner-conll2003-set-seed46) (strict macro F1 87.90) |
| - `ontonotes5-set-seed42` -> [AITeamUIT/gliner2-ner-ontonotes5-set-seed42](https://huggingface.co/AITeamUIT/gliner2-ner-ontonotes5-set-seed42) (strict macro F1 77.06) |
| - `ontonotes5-set-seed43` -> [AITeamUIT/gliner2-ner-ontonotes5-set-seed43](https://huggingface.co/AITeamUIT/gliner2-ner-ontonotes5-set-seed43) (strict macro F1 77.31) |
| - `ontonotes5-set-seed44` -> [AITeamUIT/gliner2-ner-ontonotes5-set-seed44](https://huggingface.co/AITeamUIT/gliner2-ner-ontonotes5-set-seed44) (strict macro F1 76.52) |
|
|
| _generated 2026-08-22T09:38:00_ |
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