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ACE 2005

아카이브 평가 30건 · 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
ITER	RE Micro F1 75.1 ± 0.49 NER Micro F1 91.6 ± 0.12 RE+ Micro F1 71.9 ± 0.56 Sentence Encoder FLAN T5 3B Cross Sentence Yes	ITER: Iterative Transformer-based Entity Recognition and Relation Extraction 2024-11-11	코드 1
PL-Marker	RE Micro F1 73.0 NER Micro F1 91.1 RE+ Micro F1 71.1 Sentence Encoder ALBERT Cross Sentence Yes	Packed Levitated Marker for Entity and Relation Extraction 2021-09-13	코드 1 · 코드 2
ASP+T5-3B	RE Micro F1 72.7 NER Micro F1 91.3 RE+ Micro F1 70.5 Sentence Encoder T5-3B Cross Sentence Yes	Autoregressive Structured Prediction with Language Models 2022-10-26	코드 1
GoLLIE	RE Micro F1 70.1	GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction 2023-10-05	코드 1
Ours: cross-sentence ALB	RE Micro F1 69.4 NER Micro F1 90.9 Sentence Encoder ALBERT Cross Sentence Yes	A Frustratingly Easy Approach for Entity and Relation Extraction 2020-10-24	코드 1 · 코드 2
Table-Sequence	RE Micro F1 67.6 NER Micro F1 89.5 RE+ Micro F1 64.3 Sentence Encoder ALBERT Cross Sentence No	Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders 2020-10-08	코드 1 · 코드 2
TriMF	RE Micro F1 66.49 NER Micro F1 87.61 RE+ Micro F1 62.77 Sentence Encoder BERT base Cross Sentence Yes	A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction 2021-01-25	코드 1
TablERT	RE Micro F1 66.1 NER Micro F1 88.0 RE+ Micro F1 62.4 Sentence Encoder BERT base Cross Sentence No	Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations 2020-10-15	코드 1
DYGIE++	RE Micro F1 63.4 NER Micro F1 88.6 Sentence Encoder BERT base Cross Sentence Yes	Entity, Relation, and Event Extraction with Contextualized Span Representations 2019-09-08	코드 1 · 코드 2 · 코드 3 · 코드 4
DyGIE	RE Micro F1 63.2 NER Micro F1 88.4 Sentence Encoder ELMo Cross Sentence Yes	A General Framework for Information Extraction using Dynamic Span Graphs 2019-04-05	코드 1 · 코드 2 · 코드 3
Hierarchical Multi-task	RE Micro F1 62.7 NER Micro F1 87.5 Sentence Encoder ELMo Cross Sentence No	A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks 2018-11-14	코드 1
Attention	RE Micro F1 55.9 NER Micro F1 82.6 RE+ Micro F1 53.6 Sentence Encoder biLSTM Cross Sentence No	Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency Trees 2017-07-01	연결 없음
Joint w/ Global	RE Micro F1 52.1 NER Micro F1 80.8 RE+ Micro F1 49.5 Sentence Encoder - Cross Sentence No	Incremental Joint Extraction of Entity Mentions and Relations 2014-06-01	연결 없음
MGE	NER Micro F1 89.7 RE+ Micro F1 68.2 Sentence Encoder ALBERT Cross Sentence No	A Multi-Gate Encoder for Joint Entity and Relation Extraction 논문 날짜 미기재	연결 없음
PFN	NER Micro F1 89.0 RE+ Micro F1 66.8 Sentence Encoder ALBERT Cross Sentence No	A Partition Filter Network for Joint Entity and Relation Extraction 2021-08-27	코드 1
MRC4ERE++	NER Micro F1 85.5 RE+ Micro F1 62.1 Sentence Encoder BERT base Cross Sentence No	Asking Effective and Diverse Questions: A Machine Reading Comprehension based Framework for Joint Entity-Relation Extraction 2020-07-01	코드 1
Multi-turn QA	NER Micro F1 84.8 RE+ Micro F1 60.2 Sentence Encoder BERT base Cross Sentence No	Entity-Relation Extraction as Multi-Turn Question Answering 2019-05-14	코드 1
MRT	NER Micro F1 83.6 RE+ Micro F1 59.6 Sentence Encoder biLSTM Cross Sentence No	Extracting Entities and Relations with Joint Minimum Risk Training 2018-10-01	연결 없음
GCN	NER Micro F1 84.2 RE+ Micro F1 59.1 Sentence Encoder biLSTM Cross Sentence No	Joint Type Inference on Entities and Relations via Graph Convolutional Networks 2019-07-01	연결 없음
Global	NER Micro F1 83.6 RE+ Micro F1 57.5 Sentence Encoder biLSTM Cross Sentence No	End-to-End Neural Relation Extraction with Global Optimization 2017-09-01	연결 없음
SPTree	NER Micro F1 83.4 RE+ Micro F1 55.6 Sentence Encoder biLSTM Cross Sentence No	End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures 2016-01-05	코드 1 · 코드 2
Span-level	NER Micro F1 85.98 Sentence Encoder ELMo Cross Sentence No	Span-Level Model for Relation Extraction 2019-07-01	연결 없음
Dual Pointer Network(multi-head)	Relation classification F1 80.8 Cross Sentence No	Dual Pointer Network for Fast Extraction of Multiple Relations in a Sentence 2021-03-05	연결 없음
Dual Pointer Network	Relation classification F1 80.5 Cross Sentence No	Relation Extraction among Multiple Entities Using a Dual Pointer Network with a Multi-Head Attention Mechanism 2019-11-01	연결 없음
RNN+CNN	Relation classification F1 67.7 Cross Sentence No	Combining Neural Networks and Log-linear Models to Improve Relation Extraction 2015-11-18	연결 없음
Walk-based model	Relation classification F1 64.2 Cross Sentence No	A Walk-based Model on Entity Graphs for Relation Extraction 2019-02-19	코드 1
CNN	Relation classification F1 61.3 Cross Sentence No	Relation Extraction: Perspective from Convolutional Neural Networks 2015-06-01	연결 없음
FCM	Relation classification F1 58.2 Cross Sentence No	Improved Relation Extraction with Feature-Rich Compositional Embedding Models 2015-05-10	코드 1
HySPA (ours) w/ RoBERTa	Relation F1 68.2	HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction 2021-06-30	코드 1
HySPA	Sentence Encoder ALBERT Cross Sentence No	HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction 2021-06-30	코드 1