Hyperbolic Feature-based Sarcasm Detection in Telugu Conversation Sentences

Journal of Intelligent Systems 30 (1):73-89 (2020)
  Copy   BIBTEX

Abstract

Recognition of sarcastic statements has been a challenge in the process of sentiment analysis. A sarcastic sentence contains only positive words conveying a negative sentiment. Therefore, it is tough for any automated machine to identify the exact sentiment of the text in the presence of sarcasm. The existing systems for sarcastic sentiment detection are limited to the text scripted in English. Nowadays, researchers have shown greater interest in low resourced languages such as Hindi, Telugu, Tamil, Arabic, Chinese, Dutch, Indonesian, etc. To analyse these low resource languages, the biggest challenge is the lack of available resources, especially in the context of Indian languages. Indian languages are very rich in morphology which pose a greater challenge for the automated machines. Telugu is one of the most popular languages after Hindi among Indian languages. In this article, we have collected and annotated a corpus of Telugu conversation sentences in the form of a question followed by a reply for sarcasm detection. Further, a set of algorithms are proposed for the analysis of sarcasm in the corpus of Telugu conversation sentences. The proposed algorithms are based on hyperbolic features namely, Interjection, Intensifier, Question mark and Exclamation symbol. The achieved accuracy is 94%.

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 91,829

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Åadhunika Telugu Kavitvaòmlåo 'Nåenu' 1910-1988.Vai Kamåeâsvari - 1999 - Âsråiråamacandra Pracuraònalu Available at Vishalandhra Pub. House.
When language bites.Sabina Tabacaru - 2017 - Pragmatics and Cognition 24 (2):186-211.
Metaphor, irony and sarcasm in public discourse.Musolff Andreas - 2017 - Journal of Pragmatics 109:95-104.
Defaultness Reigns: The Case of Sarcasm.Rachel Giora, Shir Givoni & Ofer Fein - 2015 - Metaphor and Symbol 30 (4):290-313.

Analytics

Added to PP
2020-07-04

Downloads
18 (#831,783)

6 months
6 (#518,648)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

No citations found.

Add more citations

References found in this work

No references found.

Add more references