Named Entity Recognition Ner

Best model: BINDER

Best model: ACE + document-context

Best model: LUKE + SubRegWeigh (K-means)

Best model: KeBioLM

Best model: BERT-MRC+DSC

Best model: SciDeBERTa v2

Best model: UNER XML-R

Best model: BiLSTM-CRF with ELMo

Best model: Ours: cross-sentence ALB

Best model: Ours: cross-sentence ALB

Best model: DeepStruct multi-task w/ finetune

Best model: BLSTM-CNN-Char (SparkNLP)

Best model: BioLinkBERT (large)

Best model: BertForTokenClassification (Spark NLP)

Best model: SciFive-Large

Best model: BioMegatron

Best model: BLSTM-CNN-Char (SparkNLP)

Best model: PubMedBERT-CRF

Best model: MacBERT-large

Best model: HME (word + BPE + char)

Best model: LUKE（Large）

Best model: SWEM-CRF

Best model: ACE

Best model: FLERT XLM-R

Best model: LS-unLLaMA

Best model: PL-Marker

Best model: BiLSTM-CRF

Best model: ConNER

Best model: cfilt/HiNER-original-xlm-roberta-large

Best model: BiLSTM with ELMo

Best model: XLM-RoBERTa

Best model: Marcell

Best model: LSTM-CRF

Best model: BLSTM-CNN-Char (SparkNLP)

Best model: BERT

Best model: UniNER-7B

Best model: AlephBERT-base

Best model: HGN

Best model: FT-Bangla BERT Large

Best model: W2V2-L-LL60K (pipeline approach, uses LM)

Best model: SciFive-Base

Best model: BLSTM-CNN-Char (SparkNLP)

Best model: DyGIE

Best model: mgsohrab

Best model: HGN

Best model: CL-KL