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Sentence Classification
벤치마크
Sentence Classification on
ACL-ARC
12개 결과 ·
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F1
53
59.27
65.55
71.82
78.1
2018-01
2026-09
Random Forest — 53.0 (2018-01-01)
Random Forest — 53.0 (2018-01-01)
Random Forest — 53.0 (2018-01-01)
SciBERT — 70.98 (2019-03-26)
SciBERT — 70.98 (2019-03-26)
SciBERT — 70.98 (2019-03-26)
Structural-scaffolds — 67.9 (2019-04-02)
Structural-scaffolds — 67.9 (2019-04-02)
Structural-scaffolds — 67.9 (2019-04-02)
FE-MLM + Span — 78.1 (2020-10-12)
FE-MLM + Span — 78.1 (2020-10-12)
FE-MLM + Span — 78.1 (2020-10-12)
Random Forest — 53.0 (2018-01-01)
SciBERT — 70.98 (2019-03-26)
FE-MLM + Span — 78.1 (2020-10-12)
2018-01-01 — Random Forest: F1 53.0
2019-03-26 — SciBERT: F1 70.98
2020-10-12 — FE-MLM + Span: F1 78.1
Rank
Model
F1
Paper
Code
Year
1
FE-MLM + Span
78.1
Improving Self-supervised Pre-training via a Fully-Explored Masked Language Model
2020
2
SciBERT
70.98
SciBERT: A Pretrained Language Model for Scientific Text
allenai/scibert
·
charles9n/bert-sklearn
·
tetsu9923/scireviewgen
·
+3
2019
3
Structural-scaffolds
67.9
Structural Scaffolds for Citation Intent Classification in Scientific Publications
allenai/scicite
2019
4
Random Forest
53.0
Measuring the Evolution of a Scientific Field through Citation Frames
davidjurgens/citation-function
2018
5
FE-MLM + Span
78.1
Improving Self-supervised Pre-training via a Fully-Explored Masked Language Model
2020
6
SciBERT
70.98
SciBERT: A Pretrained Language Model for Scientific Text
allenai/scibert
·
charles9n/bert-sklearn
·
tetsu9923/scireviewgen
·
+3
2019
7
Structural-scaffolds
67.9
Structural Scaffolds for Citation Intent Classification in Scientific Publications
allenai/scicite
2019
8
Random Forest
53.0
Measuring the Evolution of a Scientific Field through Citation Frames
davidjurgens/citation-function
2018
9
FE-MLM + Span
78.1
Improving Self-supervised Pre-training via a Fully-Explored Masked Language Model
2020
10
SciBERT
70.98
SciBERT: A Pretrained Language Model for Scientific Text
allenai/scibert
·
charles9n/bert-sklearn
·
tetsu9923/scireviewgen
·
+3
2019
11
Structural-scaffolds
67.9
Structural Scaffolds for Citation Intent Classification in Scientific Publications
allenai/scicite
2019
12
Random Forest
53.0
Measuring the Evolution of a Scientific Field through Citation Frames
davidjurgens/citation-function
2018
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