Papers with Code · CC BY-SA 4.0

GENIA

아카이브 평가 26건 · 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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
PIQN	F1 81.77	Parallel Instance Query Network for Named Entity Recognition 2022-03-20	코드 1
DiffusionNER	F1 81.53	DiffusionNER: Boundary Diffusion for Named Entity Recognition 2023-05-22	코드 1 · 코드 2 · 코드 3
CNN-NER	F1 81.40	An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition 2022-08-09	코드 1
W2NER	F1 81.39	Unified Named Entity Recognition as Word-Word Relation Classification 2021-12-19	코드 1
Triaffine + BioBERT	F1 81.23	Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition 2021-10-14	코드 1
Locate and Label	F1 80.54	Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition 2021-05-14	코드 1
Hashing	F1 80.54	To be Continuous, or to be Discrete, Those are Bits of Questions 2024-06-12	코드 1
BINDER	F1 80.5	Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning 2022-08-30	코드 1
Sequence-to-Set	F1 80.44	A Sequence-to-Set Network for Nested Named Entity Recognition 2021-05-19	코드 1
BioBART	F1 79.93	BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model 2022-04-08	코드 1
BARTNER	F1 79.23	A Unified Generative Framework for Various NER Subtasks 2021-06-02	코드 1
Pyramid + BERT	F1 79.19	Pyramid: A Layered Model for Nested Named Entity Recognition 2020-07-01	코드 1 · 코드 2
LogSumExpDecoder	F1 78.93	Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path 2021-08-01	코드 1
seq2seq+BERT+Flair	F1 78.31	Neural Architectures for Nested NER through Linearization 2019-08-19	코드 1
SpanModel + SequenceLabelingModel	F1 78.3	Comparing and combining some popular NER approaches on Biomedical tasks 2023-05-30	코드 1
PO-TreeCRFs	F1 78.2	Nested Named Entity Recognition with Partially-Observed TreeCRFs 2020-12-15	코드 1
Pyramid	F1 77.78	Pyramid: A Layered Model for Nested Named Entity Recognition 2020-07-01	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
Second-best learning and decoding + BERT	F1 77.05	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