Second-best learning and decoding + BERT + Flair

Reported on 3 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing4 results

Named Entity Recognition (NER)onGENIA
F1· 2019-09-05
77.36
best: 81.77 (PIQN)
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding arXiv:1909.02250
Named Entity Recognition (NER)onACE 2005
F1· uses extra data· 2019-09-05
84.34
best: 90.9 (Ours: cross-sentence ALB)
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding arXiv:1909.02250
Named Entity Recognition (NER)onACE 2004
F1· uses extra data· 2019-09-05
85.82
best: 90.3 (Ours: cross-sentence ALB)
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding arXiv:1909.02250
Named Entity Recognition (NER)onGENIA
F1· uses extra data· 2019-09-05
77.36
best: 81.77 (PIQN)
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding arXiv:1909.02250