A distant supervision approach to semantic role labeling

6Citations
Citations of this article
86Readers
Mendeley users who have this article in their library.

Abstract

Semantic role labeling has become a key module for many language processing applications such as question answering, information extraction, sentiment analysis, and machine translation. To build an unrestricted semantic role labeler, the first step is to develop a comprehensive proposition bank. However, creating such a bank is a costly enterprise, which has only been achieved for a handful of languages. In this paper, we describe a technique to build proposition banks for new languages using distant supervision. Starting from PropBank in English and loosely parallel corpora such as versions of Wikipedia in different languages, we carried out a mapping of semantic propositions we extracted from English to syntactic structures in Swedish using named entities. We trained a semantic parser on the generated Swedish propositions and we report the results we obtained. Using the CoNLL 2009 evaluation script, we could reach the scores of 52.25 for labeled propositions and 62.44 for the unlabeled ones. We believe our approach can be applied to train semantic role labelers for other resource-scarce languages.

References Powered by Scopus

MapReduce: Simplified data processing on large clusters

11918Citations
N/AReaders
Get full text

Freebase: A collaboratively created graph database for structuring human knowledge

4391Citations
N/AReaders
Get full text

DBpedia - A crystallization point for the Web of Data

1809Citations
N/AReaders
Get full text

Cited by Powered by Scopus

Distant supervision and knowledge transfer for domain-oriented text classification in online social networks

4Citations
N/AReaders
Get full text

Harvesting Perspectives in Social Media

0Citations
N/AReaders
Get full text

Bilingual robots: Extracting robot program statements from Swedish natural language instructions

0Citations
N/AReaders
Get full text

Register to see more suggestions

Mendeley helps you to discover research relevant for your work.

Already have an account?

Cite

CITATION STYLE

APA

Exner, P., Klang, M., & Nugues, P. (2015). A distant supervision approach to semantic role labeling. In Proceedings of the 4th Joint Conference on Lexical and Computational Semantics, *SEM 2015 (pp. 239–248). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/s15-1029

Readers over time

‘15‘16‘17‘18‘19‘20‘21‘22‘23‘24‘2505101520

Readers' Seniority

Tooltip

PhD / Post grad / Masters / Doc 28

67%

Researcher 10

24%

Lecturer / Post doc 3

7%

Professor / Associate Prof. 1

2%

Readers' Discipline

Tooltip

Computer Science 40

82%

Linguistics 6

12%

Engineering 2

4%

Neuroscience 1

2%

Save time finding and organizing research with Mendeley

Sign up for free
0