TY  - CHAP
U1  - Konferenzveröffentlichung
A1  - Rehbein, Ines
A1  - Ruppenhofer, Josef
A1  - Palmer, Alexis
T1  - Bringing Active Learning to Life
T2  - 23rd International Conference on Computational Linguistics. Proceedings of the Conference
N2  - Active learning has been applied to different NLP tasks, with the aim of limiting the amount of time and cost for human annotation. Most studies on active learning have only simulated the annotation scenario, using prelabelled gold standard data. We present the first active learning experiment for Word Sense Disambiguation with human annotators in a realistic environment, using fine-grained sense distinctions, and investigate whether AL can reduce annotation cost and boost classifier performance when applied to a real-world task.
KW  - Active learning
KW  - Computerlinguistik
KW  - Annotation
Y1  - 2010
U6  - https://nbn-resolving.org/urn:nbn:de:bsz:mh39-52945
UN  - https://nbn-resolving.org/urn:nbn:de:bsz:mh39-52945
UR  - http://www.aclweb.org/anthology/C/C10/
IS  - 2
SP  - 949
EP  - 957
PB  - Tsinghua University Press
CY  - Beijing
ER  -