Papers with Code · CC BY-SA 4.0

WNUT 2017

아카이브 평가 23건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
CL-KL	F1 60.45	Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning 2021-05-08	코드 1 · 코드 2 · 코드 3
RoBERTa + SubRegWeigh (K-means)	F1 60.29	SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization 2024-09-10	코드 1
BERT-CRF (Replicated in AdaSeq)	F1 59.69	Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning 2021-05-08	코드 1 · 코드 2 · 코드 3
RoBERTa-BiLSTM-context	F1 59.61	Supplementary Features of BiLSTM for Enhanced Sequence Labeling 2023-05-31	코드 1
BERT + RegLER	F1 58.9	Regularization for Long Named Entity Recognition 2021-04-15	코드 1
TNER -xlm-r-large	F1 58.5	T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition 2022-09-09	코드 1
HGN	F1 57.41	Hero-Gang Neural Model For Named Entity Recognition 2022-05-15	코드 1
ASA + RoBERTa	F1 57.3	Adversarial Self-Attention for Language Understanding 2022-06-25	코드 1
BERTweet	F1 56.5	BERTweet: A pre-trained language model for English Tweets 2020-05-20	코드 1 · 코드 2 · 코드 3
MINER	F1 54.86	MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective 2022-04-09	코드 1 · 코드 2
GoLLIE	F1 54.3	GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction 2023-10-05	코드 1
Truecase	F1 52.3	Robust Named Entity Recognition with Truecasing Pretraining 2019-12-15	연결 없음
AESINER	F1 50.68	Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information 2020-10-29	코드 1
InferNER	F1 50.52	InferNER: an attentive model leveraging the sentence-level information for Named Entity Recognition in Microblogs 2021-04-18	연결 없음
SA-NER	F1 50.36	Named Entity Recognition for Social Media Texts with Semantic Augmentation 2020-10-29	코드 1
CrossWeigh + Pooled Flair	F1 50.03	CrossWeigh: Training Named Entity Tagger from Imperfect Annotations 2019-09-03	코드 1
ASA + BERT-base	F1 49.8	Adversarial Self-Attention for Language Understanding 2022-06-25	코드 1
Aguilar et al.	F1 45.55 F1 (surface form) 40.24	Modeling Noisiness to Recognize Named Entities using Multitask Neural Networks on Social Media 2019-06-10	연결 없음
NeuralCRF+SAC	F1 44.77	Similarity Based Auxiliary Classifier for Named Entity Recognition 2019-11-01	코드 1
Cross-BiLSTM-CNN	F1 42.85 Precision 58.28 Recall 33.92	Why Attention? Analyze BiLSTM Deficiency and Its Remedies in the Case of NER 2019-08-29	코드 1 · 코드 2 · 코드 3
BiLSTMCRFBP	F1 42.3	Regularization for Long Named Entity Recognition 2021-04-15	코드 1
UH-RiTUAL	F1 41.86	A Multi-task Approach for Named Entity Recognition in Social Media Data 2019-06-10	코드 1
SpinningBytes	F1 40.78 F1 (surface form) 39.33	Transfer Learning and Sentence Level Features for Named Entity Recognition on Tweets 2017-09-01	연결 없음