conll2003 — NER baselines (Stanford CoreNLP CRF, DeBERTa-v3-base, DistilBERT-base)
- dataset:
quynong/conll2003(4 nhan), eval tren splittest - HF baselines: 5 epochs, batch 16, seeds [42, 43, 44]
- corenlp: 1 lan train (CRF deterministic, khong seed)
Ket qua (P/R/F1 %, HungarianEvaluator IoU>=0.5 hoac fuzzy)
| baseline | n | micro F1 | macro F1 | micro P | micro R |
|---|---|---|---|---|---|
| corenlp | 0 | 86.68 | 85.89 | 87.4 | 85.98 |
| deberta-v3-base | 3 | 93.35 +/- 0.08 | 92.04 +/- 0.03 | 92.54 | 94.17 |
| distilbert-base-cased | 3 | 90.89 +/- 0.30 | 89.37 +/- 0.44 | 90.11 | 91.69 |
Checkpoint tung run
deberta-v3-base-seed42-> AITeamUIT/baseline-deberta-v3-base-conll2003-seed42 (micro F1 93.44)deberta-v3-base-seed43-> AITeamUIT/baseline-deberta-v3-base-conll2003-seed43 (micro F1 93.28)deberta-v3-base-seed44-> AITeamUIT/baseline-deberta-v3-base-conll2003-seed44 (micro F1 93.32)distilbert-base-cased-seed42-> AITeamUIT/baseline-distilbert-base-cased-conll2003-seed42 (micro F1 91.21)distilbert-base-cased-seed43-> AITeamUIT/baseline-distilbert-base-cased-conll2003-seed43 (micro F1 90.62)distilbert-base-cased-seed44-> AITeamUIT/baseline-distilbert-base-cased-conll2003-seed44 (micro F1 90.84)corenlp-> AITeamUIT/baseline-corenlp-conll2003 (micro F1 86.68)
generated 2026-08-24T18:40:34