← Named Entity Recognition (NER)

Papers with Code · CC BY-SA 4.0

GENIA

아카이브 평가 14건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DeepStruct multi-task w/ finetune	F1 80.8	DeepStruct: Pretraining of Language Models for Structure Prediction 2022-05-21	코드 1
Biaffine-NER	F1 80.5	Named Entity Recognition as Dependency Parsing 2020-05-14	코드 1
DeepStruct multi-task	F1 80.2	DeepStruct: Pretraining of Language Models for Structure Prediction 2022-05-21	코드 1
seq2seq+BERT+Flair	F1 78.31	Neural Architectures for Nested NER through Linearization 2019-08-19	코드 1
UniNER-7B	F1 77.54	UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition 2023-08-07	코드 1 · 코드 2
Second-best learning and decoding + BERT + Flair	F1 77.36	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 2019-09-05	코드 1 · 코드 2 · 코드 3
Second-best learning and decoding	F1 77.19	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 2019-09-05	코드 1 · 코드 2 · 코드 3
BiFlaG	F1 76.0	Bipartite Flat-Graph Network for Nested Named Entity Recognition 2020-05-01	코드 1
Neural segmental hypergraphs	F1 75.1	Neural Segmental Hypergraphs for Overlapping Mention Recognition 2018-10-03	코드 1
Anchor-Region Networks	F1 74.8	Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks 2019-06-10	코드 1
Neural layered model	F1 74.7	A Neural Layered Model for Nested Named Entity Recognition 2018-06-01	코드 1
Boundary-aware neural model	F1 74.7	A Boundary-aware Neural Model for Nested Named Entity Recognition 2019-11-01	코드 1
Neural transition-based model	F1 73.9	A Neural Transition-based Model for Nested Mention Recognition 2018-10-03	코드 1
Deepstruct zero-shot	F1 47.2	DeepStruct: Pretraining of Language Models for Structure Prediction 2022-05-21	코드 1