Papers with Code 아카이브

Named Entity Recognition (NER)

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

하위 태스크
13
평가표
76
보존된 평가 기록
439

Named Entity Recognition (NER) is a task of Natural Language Processing (NLP) that involves identifying and classifying named entities in a text into predefined categories such as person names, organizations, locations, and others. The goal of NER is to extract structured information from unstructured text data and represent it in a machine-readable format. Approaches typically use BIO notation, which differentiates the beginning (B) and the inside (I) of entities. O is used for non-entity tokens.

Example:

Mark Watney visited Mars
B-PER I-PER O B-LOC

<span style="color:grey; opacity: 0.6">( Image credit: Zalando )</span>

평가 결과

데이터셋과 평가 조건을 선택해 성능·논문·코드를 비교하세요. 보존된 Papers with Code 기록으로, 최신 순위는 아닙니다.

GENIA

원본 태스크: Named Entity Recognition (NER) / Nested Named Entity Recognition

평가 기록 26건

NCBI-disease

원본 태스크: Named Entity Recognition (NER)

평가 기록 26건

ACE 2005

원본 태스크: Named Entity Recognition (NER) / Nested Named Entity Recognition

평가 기록 25건

ACE 2004

원본 태스크: Named Entity Recognition (NER) / Nested Named Entity Recognition

평가 기록 24건

WNUT 2017

원본 태스크: Named Entity Recognition (NER)

평가 기록 23건

MSRA

원본 태스크: Named Entity Recognition (NER) / Chinese Named Entity Recognition

평가 기록 21건

ACE 2005

원본 태스크: Named Entity Recognition (NER)

평가 기록 20건

Weibo NER

원본 태스크: Named Entity Recognition (NER) / Chinese Named Entity Recognition

평가 기록 18건

JNLPBA

원본 태스크: Named Entity Recognition (NER)

평가 기록 17건

BC5CDR

원본 태스크: Named Entity Recognition (NER)

평가 기록 16건

OntoNotes 4

원본 태스크: Named Entity Recognition (NER) / Chinese Named Entity Recognition

평가 기록 15건

GENIA

원본 태스크: Named Entity Recognition (NER)

평가 기록 14건

BC2GM

원본 태스크: Named Entity Recognition (NER)

평가 기록 13건

BC5CDR-chemical

원본 태스크: Named Entity Recognition (NER)

평가 기록 13건

Few-NERD (INTER)

원본 태스크: Named Entity Recognition (NER) / Few-shot NER

평가 기록 13건

Few-NERD (INTRA)

원본 태스크: Named Entity Recognition (NER) / Few-shot NER

평가 기록 13건

Resume NER

원본 태스크: Named Entity Recognition (NER) / Chinese Named Entity Recognition

평가 기록 13건

SLUE

원본 태스크: Named Entity Recognition (NER)

평가 기록 13건

CoNLL++

원본 태스크: Named Entity Recognition (NER)

평가 기록 11건

BC5CDR-disease

원본 태스크: Named Entity Recognition (NER)

평가 기록 10건

ACE 2004

원본 태스크: Named Entity Recognition (NER)

평가 기록 9건

BC4CHEMD

원본 태스크: Named Entity Recognition (NER)

평가 기록 7건

SciERC

원본 태스크: Named Entity Recognition (NER)

평가 기록 7건

WNUT 2016

원본 태스크: Named Entity Recognition (NER)

평가 기록 7건

Few-NERD (SUP)

원본 태스크: Named Entity Recognition (NER)

평가 기록 6건

LINNAEUS

원본 태스크: Named Entity Recognition (NER)

평가 기록 6건

NNE

원본 태스크: Named Entity Recognition (NER) / Nested Named Entity Recognition

평가 기록 6건

SNAP (MNER)

원본 태스크: Named Entity Recognition (NER) / Multi-modal Named Entity Recognition

평가 기록 6건

Twitter-15

원본 태스크: Named Entity Recognition (NER) / Multi-modal Named Entity Recognition

평가 기록 6건

AnatEM

원본 태스크: Named Entity Recognition (NER)

평가 기록 5건

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