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ResearchFormerly WizWand

Named Entity Recognition on WNUT 2016

60.69F1 ScoreContext + WOM
15.50227.233538.96550.6965Oct 29, 2020Sep 27, 2021Aug 26, 2022Jul 26, 2023Jun 23, 2024May 22, 2025Apr 21, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Context + WOMEnhancement=Window-oriented Optimization Module2026.0460.69
RoBERTa-BiLSTM-CRF + WOMEnhancement=Window-oriented Optimization Module2026.0460.35
RoBERTa-BiLSTM-CRFArchitecture=BiLSTM-CRF, Backbone=RoBERTa2026.0459.03
CL-KLEvaluation Setting=W/ CONTEXT2021.0558.98
CL-KL2026.0458.98
CL-L2Evaluation Setting=W/ CONTEXT2021.0558.61
CL-KLEvaluation Setting=W/O CONTEXT2021.0558.14
W/ CONTEXT (Baseline)Evaluation Setting=W/ CONTEXT2021.0557.43
CL-L2Evaluation Setting=W/O CONTEXT2021.0557.35
MINER + WOMEnhancement=Window-oriented Optimization Module2026.0456.67
Context(RoBERTa)Backbone=RoBERTa2026.0456.55
SPANNERvariant=both (sp2)2021.0656.27
W/O CONTEXT (Baseline)Evaluation Setting=W/O CONTEXT2021.0556.04
SPANNERvariant=generic (sp1)2021.0655.7
Zhou et al.2021.0555.43
SpanNER + WOMEnhancement=Window-oriented Optimization Module2026.0455.36
AESINER2020.1055.14
Nie et al.2021.0555.01
Devlin et al. (2019)text_encoder=BERT2020.1054.36
Yan et al. (2019)2020.1054.06
LUKEEvaluation Setting=W/O CONTEXT2021.0554.04
Zhou et al. (2019)2020.1053.43
MINER(BERT)Backbone=BERT2026.0453.28
SpanNER(BERT)Backbone=BERT2026.0453.17
sq1Char/Sub.=Flair, Word=none, Sent.=LSTM2021.0652.22
Nguyen et al.2021.0552.1
sq0Char/Sub.=Flair, Word=GloVe, Sent.=LSTM2021.0652.07
Dang et al. (2018)2020.1051.84
Luo et al. (2018)result_source=Run by authors2020.1051.26
sq4Char/Sub.=ELMo, Word=rand, Sent.=LSTM2021.0650.22
sq2Char/Sub.=BERT, Word=GloVe, Sent.=LSTM2021.0650.18
sq3Char/Sub.=BERT, Word=none, Sent.=LSTM2021.0649.87
sq5Char/Sub.=ELMo, Word=none, Sent.=LSTM2021.0649.86
BERT2026.0448.49
sq6Char/Sub.=cnn, Word=glove, Sent.=LSTM2021.0642.04
sq7Char/Sub.=cnn, Word=none, Sent.=LSTM2021.0639.4
sq8Char/Sub.=none, Word=glove, Sent.=LSTM2021.0620.68
sq9Char/Sub.=none, Word=rand, Sent.=LSTM2021.0617.24