Papers with Code · CC BY-SA 4.0

ACE 2005

아카이브 평가 20건 · 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
Ours: cross-sentence ALB	F1 90.9	A Frustratingly Easy Approach for Entity and Relation Extraction 2020-10-24	코드 1 · 코드 2
GoLLIE	F1 89.6	GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction 2023-10-05	코드 1
PromptNER [RoBERTa-large]	F1 88.26	PromptNER: Prompt Locating and Typing for Named Entity Recognition 2023-05-26	코드 1
PIQN	F1 87.42	Parallel Instance Query Network for Named Entity Recognition 2022-03-20	코드 1
PromptNER [BERT-large]	F1 87.21	PromptNER: Prompt Locating and Typing for Named Entity Recognition 2023-05-26	코드 1
DiffusionNER	F1 86.93	DiffusionNER: Boundary Diffusion for Named Entity Recognition 2023-05-22	코드 1 · 코드 2 · 코드 3
BERT-MRC	F1 86.88	A Unified MRC Framework for Named Entity Recognition 2019-10-25	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
UniNER-7B	F1 86.69	UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition 2023-08-07	코드 1 · 코드 2
Locate and Label	F1 86.67	Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition 2021-05-14	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
Biaffine-NER	F1 85.4	Named Entity Recognition as Dependency Parsing 2020-05-14	코드 1
Second-best learning and decoding	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
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
BiFlaG	F1 75.1	Bipartite Flat-Graph Network for Nested Named Entity Recognition 2020-05-01	코드 1
Anchor-Region Networks	F1 74.9	Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks 2019-06-10	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