# 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_