Named Entity Recognition (NER) on WNUT 2017

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	CL-KL	60.45	No	Improving Named Entity Recognition by External C...	2021-05-08	Code
2	RoBERTa + SubRegWeigh (K-means)	60.29	No	SubRegWeigh: Effective and Efficient Annotation ...	2024-09-10	Code
3	BERT-CRF (Replicated in AdaSeq)	59.69	No	Improving Named Entity Recognition by External C...	2021-05-08	Code
4	RoBERTa-BiLSTM-context	59.61	No	Supplementary Features of BiLSTM for Enhanced Se...	2023-05-31	Code
5	BERT + RegLER	58.9	No	Regularization for Long Named Entity Recognition	2021-04-15	Code
6	TNER -xlm-r-large	58.5	No	T-NER: An All-Round Python Library for Transform...	2022-09-09	Code
7	HGN	57.41	No	Hero-Gang Neural Model For Named Entity Recognit...	2022-05-15	Code
8	ASA + RoBERTa	57.3	No	Adversarial Self-Attention for Language Understa...	2022-06-25	Code
9	BERTweet	56.5	No	BERTweet: A pre-trained language model for Engli...	2020-05-20	Code
10	MINER	54.86	No	MINER: Improving Out-of-Vocabulary Named Entity ...	2022-04-09	Code
11	GoLLIE	54.3	Yes	GoLLIE: Annotation Guidelines improve Zero-Shot ...	2023-10-05	Code
12	Truecase	52.3	No	Robust Named Entity Recognition with Truecasing ...	2019-12-15	-
13	AESINER	50.68	No	Improving Named Entity Recognition with Attentiv...	2020-10-29	Code
14	InferNER	50.52	No	-	-	-
15	SA-NER	50.36	No	Named Entity Recognition for Social Media Texts ...	2020-10-29	Code
16	CrossWeigh + Pooled Flair	50.03	No	CrossWeigh: Training Named Entity Tagger from Im...	2019-09-03	Code
17	ASA + BERT-base	49.8	No	Adversarial Self-Attention for Language Understa...	2022-06-25	Code
18	Aguilar et al.	45.55	No	Modeling Noisiness to Recognize Named Entities u...	2019-06-10	-
19	NeuralCRF+SAC	44.77	No	-	-	Code
20	Cross-BiLSTM-CNN	42.85	No	Why Attention? Analyze BiLSTM Deficiency and Its...	2019-08-29	Code
21	BiLSTMCRFBP	42.3	No	Regularization for Long Named Entity Recognition	2021-04-15	Code
22	UH-RiTUAL	41.86	No	A Multi-task Approach for Named Entity Recogniti...	2019-06-10	Code
23	SpinningBytes	40.78	No	-	-	-