Named Entity Recognition (NER) on Weibo NER

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	BERT-CRF (Replicated in AdaSeq)	72.77	No	Improving Named Entity Recognition by External C...	2021-05-08	Code
2	Baseline + BS	72.66	No	Boundary Smoothing for Named Entity Recognition	2022-04-26	Code
3	BERT-BiLSTM-context	72.08	No	Supplementary Features of BiLSTM for Enhanced Se...	2023-05-31	Code
4	FGN	71.25	No	FGN: Fusion Glyph Network for Chinese Named Enti...	2020-01-15	Code
5	SA-NER	69.8	No	Named Entity Recognition for Social Media Texts ...	2020-10-29	Code
6	AESINER	69.78	No	Improving Named Entity Recognition with Attentiv...	2020-10-29	Code
7	Locate and Label	69.16	No	Locate and Label: A Two-stage Identifier for Nes...	2021-05-14	Code
8	FLAT+BERT	68.55	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
9	Glyce + BERT	67.6	No	Glyce: Glyph-vectors for Chinese Character Repre...	2019-01-29	Code
10	SLK-NER	64	No	SLK-NER: Exploiting Second-order Lexicon Knowled...	2020-07-16	Code
11	Collaborative Graph Network	63.09	No	-	-	Code
12	NFLAT	61.94	No	NFLAT: Non-Flat-Lattice Transformer for Chinese ...	2022-05-12	Code
13	LSTM + Lexicon augment	61.24	No	Simplify the Usage of Lexicon in Chinese NER	2019-08-16	Code
14	FLAT	60.32	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
15	Lattice	58.79	No	Chinese NER Using Lattice LSTM	2018-05-05	Code
16	TENER	58.17	No	TENER: Adapting Transformer Encoder for Named En...	2019-11-10	Code
17	BiLSTM+CRF+adversarial+self-attention	53.08	No	-	-	Code