Preposition sense disambiguation in Persian using semantic frames

Document Type : Research Paper

Authors

1 Ph.D Candidate in General Linguistics University of Sistan and Baluchestan

2 Assistant professor of English Language & Literature Department, University of Sistan and

3 Assistant professor of Computer engineering Department, Vali -e- Asr University of Rafsanjan

4 Assistant professor of English Language & Literature Department, University of Sistan and Baluchestan

Abstract

Word sense disambiguation is one of the important challenges in natural language processing (NLP) and computational linguistics. However, preposition sense disambiguation especially, in Persian has been neglected. Therefore, the present study seeks to define an algorithm based on semantic frames to disambiguate the prepositions; «az», «dar», «ba» and «ta» in Persian. The algorithm and its implementation are new in this project. The data includes 1000 sentences as a training corpus, 100 sentences as a developing data and 500 sentences as a test data collected from internet sources and social networks such as YouTube. The mentioned prepositions were sense annotated. Semantic frames based on frame-based language (Minsky, 1975) were constructed for the mentioned prepositions in the training corpus and for the words before and after the prepositions included in the entries as a data file. The algorithm in three paths based on the information in the frames assigns a meaning to the prepositions in the sentences. The results indicated the high precision (99.16%) of the system in disambiguating the prepositions in Persian.

Keywords


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Volume 9, Issue 1
June 2018
Pages 99-117
  • Receive Date: 04 November 2017
  • Revise Date: 30 December 2017
  • Accept Date: 18 March 2018
  • First Publish Date: 22 June 2018