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AITeamUIT/eval-gliner2-ner-fin-lossablation

fin — loss ablation (5 config x 3 seed) base model: fastino/gliner2-multi-v1 dataset: quynong/fin (4 nhan), eval tren split test train: 8 epochs, batch 16, early-stopping patience 2, seeds [42, 43, 44] eval: --threshold 0.7 --use-desc --schema-case original --no-extra-val (giong nhau cho ca 5 config) Ket qua (micro F1 %, mean +/- std tren seed) mode config n seeds micro F1 macro F1 micro P micro R lenient bce 3 77.88 +/- 4.74 41.96 +/- 8.81 88.63… See the full description on the dataset page: https://huggingface.co/datasets/AITeamUIT/eval-gliner2-ner-fin-lossablation.

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fin — loss ablation (5 config x 3 seed)

—base model: fastino/gliner2-multi-v1
—dataset: quynong/fin (4 nhan), eval tren split test
—train: 8 epochs, batch 16, early-stopping patience 2, seeds [42, 43, 44]
—eval: --threshold 0.7 --use-desc --schema-case original --no-extra-val (giong nhau cho ca 5 config)

Ket qua (micro F1 %, mean +/- std tren seed)

mode	config	n seeds	micro F1	macro F1	micro P	micro R
lenient	bce	3	77.88 +/- 4.74	41.96 +/- 8.81	88.63	69.95
lenient	focal	3	79.45 +/- 2.26	42.84 +/- 14.89	92.83	69.53
lenient	eiou	3	81.25 +/- 0.97	51.73 +/- 2.80	82.54	80.11
lenient	focal_eiou	3	79.21 +/- 1.74	43.80 +/- 4.23	86.65	73.23
lenient	margin	3	80.56 +/- 4.55	53.67 +/- 15.11	88.17	74.6
strict	bce	3	73.51 +/- 4.47	38.34 +/- 7.12	83.66	66.03
strict	focal	3	75.95 +/- 2.11	40.56 +/- 13.96	88.74	66.46
strict	eiou	3	74.26 +/- 1.39	44.46 +/- 2.97	75.43	73.23
strict	focal_eiou	3	74.89 +/- 0.62	39.13 +/- 3.20	81.97	69.21
strict	margin	3	75.68 +/- 3.65	48.38 +/- 13.46	82.85	70.05

Checkpoint tung run

—bce-seed42 -> AITeamUIT/gliner2-ner-fin-bce-seed42 (lenient micro F1 80.67)
—bce-seed43 -> AITeamUIT/gliner2-ner-fin-bce-seed43 (lenient micro F1 80.56)
—bce-seed44 -> AITeamUIT/gliner2-ner-fin-bce-seed44 (lenient micro F1 72.41)
—focal-seed42 -> AITeamUIT/gliner2-ner-fin-focal-seed42 (lenient micro F1 80.43)
—focal-seed43 -> AITeamUIT/gliner2-ner-fin-focal-seed43 (lenient micro F1 76.87)
—focal-seed44 -> AITeamUIT/gliner2-ner-fin-focal-seed44 (lenient micro F1 81.06)
—eiou-seed42 -> AITeamUIT/gliner2-ner-fin-eiou-seed42 (lenient micro F1 80.65)
—eiou-seed43 -> AITeamUIT/gliner2-ner-fin-eiou-seed43 (lenient micro F1 82.37)
—eiou-seed44 -> AITeamUIT/gliner2-ner-fin-eiou-seed44 (lenient micro F1 80.73)
—focal_eiou-seed42 -> AITeamUIT/gliner2-ner-fin-focal_eiou-seed42 (lenient micro F1 79.25)
—focal_eiou-seed43 -> AITeamUIT/gliner2-ner-fin-focal_eiou-seed43 (lenient micro F1 80.92)
—focal_eiou-seed44 -> AITeamUIT/gliner2-ner-fin-focal_eiou-seed44 (lenient micro F1 77.45)
—margin-seed42 -> AITeamUIT/gliner2-ner-fin-margin-seed42 (lenient micro F1 78.88)
—margin-seed43 -> AITeamUIT/gliner2-ner-fin-margin-seed43 (lenient micro F1 85.71)
—margin-seed44 -> AITeamUIT/gliner2-ner-fin-margin-seed44 (lenient micro F1 77.09)

generated 2026-08-20T17:03:36