The Effect of Semi-supervised Learning on Parsing Long Distance Dependencies in German and Swedish

被引：0

作者：

Sogaard, Anders ^{[1
]}

Rishoj, Christian ^{[1
]}

机构：

[1] Univ Copenhagen, Ctr Language Technol, DK-2300 Copenhagen S, Denmark

来源：

ADVANCES IN NATURAL LANGUAGE PROCESSING | 2010年 / 6233卷

关键词：

dependency parsing; semi-supervised learning; long distance dependencies;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper shows how the best data-driven dependency parsers available today [1] can be improved by learning from unlabeled data. We focus on German and Swedish and show that labeled attachment scores improve by 1.5%-2.5%. Error analysis shows that improvements are primarily due to better recovery of long distance dependencies.

引用

页码：406 / 417

页数：12

共 50 条

[1] On semi-supervised learning
A. Cholaquidis
R. Fraiman
M. Sued
TEST, 2020, 29 : 914 - 937
[2] On semi-supervised learning
Cholaquidis, A.
Fraiman, R.
Sued, M.
TEST, 2020, 29 (04) : 914 - 937
[3] Entropic Semi-Supervised Dimensionality Reduction for Distance Metric Learning
Levada, Alexandre L. M.
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2025, 33 (02) : 219 - 234
[4] SEMI-SUPERVISED DISTANCE METRIC LEARNING FOR VISUAL OBJECT CLASSIFICATION
Cevikalp, Hakan
Paredes, Roberto
VISAPP 2009: PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, 2009, : 315 - +
[5] A Novel Multi-Task Learning Framework for Semi-Supervised Semantic Parsing
Qi, Qi
Wang, Xiaolu
Sun, Haifeng
Wang, Jingyu
Liang, Xiao
Liaoz, Jianxin
IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2020, 28 : 2552 - 2560
[6] Semi-supervised Coefficient-Based Distance Metric Learning
Wang, Zhangcheng
Li, Ya
Tian, Xinmei
NEURAL INFORMATION PROCESSING, ICONIP 2017, PT I, 2017, 10634 : 586 - 596
[7] A semi-supervised learning approach for semantic parsing boosted by BERT word embedding
Bu, Yanbin
Chen, Ting
Duan, Hongxiu
Liu, Mei
Xue, Yandan
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2024, 46 (03) : 6577 - 6588
[8] Semi-supervised learning by disagreement
Zhou, Zhi-Hua
Li, Ming
KNOWLEDGE AND INFORMATION SYSTEMS, 2010, 24 (03) : 415 - 439
[9] A survey on semi-supervised learning
Jesper E. van Engelen
Holger H. Hoos
Machine Learning, 2020, 109 : 373 - 440
[10] Semi-supervised learning by disagreement
Zhi-Hua Zhou
Ming Li
Knowledge and Information Systems, 2010, 24 : 415 - 439

← 1 2 3 4 5 →