Papers with Code · CC BY-SA 4.0

ACE 2005

아카이브 평가 25건 · 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
BINDER	F1 89.5	Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning 2022-08-30	코드 1
Triaffine + ALBERT	F1 88.83	Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition 2021-10-14	코드 1
PIQN	F1 87.42	Parallel Instance Query Network for Named Entity Recognition 2022-03-20	코드 1
CNN-NER	F1 87.42	An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition 2022-08-09	코드 1
Baseline + BS	F1 87.15	Boundary Smoothing for Named Entity Recognition 2022-04-26	코드 1
Sequence-to-Set	F1 87.05	A Sequence-to-Set Network for Nested Named Entity Recognition 2021-05-19	코드 1
Triaffine + BERT	F1 86.82	Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition 2021-10-14	코드 1
W2NER	F1 86.79	Unified Named Entity Recognition as Word-Word Relation Classification 2021-12-19	코드 1
Locate and Label	F1 86.67	Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition 2021-05-14	코드 1
Hashing	F1 85.90	To be Continuous, or to be Discrete, Those are Bits of Questions 2024-06-12	코드 1
BoningKnife	F1 85.46	BoningKnife: Joint Entity Mention Detection and Typing for Nested NER via prior Boundary Knowledge 2021-07-20	연결 없음
PO-TreeCRFs	F1 85.4	Nested Named Entity Recognition with Partially-Observed TreeCRFs 2020-12-15	코드 1
LogSumExpDecoder	F1 84.93	Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path 2021-08-01	코드 1
BARTNER	F1 84.74	A Unified Generative Framework for Various NER Subtasks 2021-06-02	코드 1
Second-best learning and decoding + BERT + Flair	F1 84.34	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 2019-09-05	코드 1 · 코드 2 · 코드 3
seq2seq+BERT+Flair	F1 84.33	Neural Architectures for Nested NER through Linearization 2019-08-19	코드 1
Second-best learning and decoding + BERT	F1 83.99	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 2019-09-05	코드 1 · 코드 2 · 코드 3
Merge and Label	F1 82.4	Merge and Label: A novel neural network architecture for nested NER 2019-06-30	코드 1
MGNER	F1 78.2	Multi-Grained Named Entity Recognition 2019-06-20	코드 1
Second-best learning and decoding	F1 76.83	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 2019-09-05	코드 1 · 코드 2 · 코드 3
Anchor-Region Networks	F1 75.9	Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks 2019-06-10	코드 1
BiFlaG	F1 75.1	Bipartite Flat-Graph Network for Nested Named Entity Recognition 2020-05-01	코드 1
Neural segmental hypergraphs	F1 74.5	Neural Segmental Hypergraphs for Overlapping Mention Recognition 2018-10-03	코드 1
neural transition-based model	F1 73.0	A Neural Transition-based Model for Nested Mention Recognition 2018-10-03	코드 1
Neural layered model	F1 72.2	A Neural Layered Model for Nested Named Entity Recognition 2018-06-01	코드 1