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Urdu Speech and Text Based Sentiment Analyzer

arXiv 2207.09163 ↗First posted 19 Jul 2022cs.CLcited by 0

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Abstract (arXiv)

Discovering what other people think has always been a key aspect of our information-gathering strategy. People can now actively utilize information technology to seek out and comprehend the ideas of others, thanks to the increased availability and popularity of opinion-rich resources such as online review sites and personal blogs. Because of its crucial function in understanding people's opinions, sentiment analysis (SA) is a crucial task. Existing research, on the other hand, is primarily focused on the English language, with just a small amount of study devoted to low-resource languages. For sentiment analysis, this work presented a new multi-class Urdu dataset based on user evaluations. The tweeter website was used to get Urdu dataset. Our proposed dataset includes 10,000 reviews that have been carefully classified into two categories by human experts: positive, negative. The primary purpose of this research is to construct a manually annotated dataset for Urdu sentiment analysis and to establish the baseline result. Five different lexicon- and rule-based algorithms including Naivebayes, Stanza, Textblob, Vader, and Flair are employed and the experimental results show that Flair with an accuracy of 70% outperforms other tested algorithms.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 5 of its 71 references that are in the map. First posted on arXiv 19 Jul 2022.

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5 of 71 references.

References · 5

  1. 2018Texygen: A Benchmarking Platform for Text Generation Modelscited by 491
  2. 2018Deep Meta-Learning: Learning to Learn in the Concept Spacecited by 22
  3. 2018Sentiment Analysis on Speaker Specific Speech Datacited by 6
  4. 2020Cross-Cultural Polarity and Emotion Detection Using Sentiment Analysis and Deep Learning -- a Case Study on COVID-19cited by 4
  5. 2015Roman Urdu Opinion Mining System (RUOMiS)cited by 2

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