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  • 标题:IRNLP_DAIICT@LT-EDI-EACL2021: Hope Speech detection in Code Mixed text usingTF-IDFChar N-grams andMuRIL
  • 本地全文:下载
  • 作者:Bhargav Dave ; Shripad Bhat ; Prasenjit Majumder
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2021
  • 卷号:2021
  • 页码:114-117
  • 语种:English
  • 出版社:ACL Anthology
  • 摘要:This paper presents the participation of the IRNLP_DAIICT team from Information Retrieval and Natural Language Processing lab at DA-IICT, India in LT-EDI@EACL2021 Hope Speech Detection task. The aim of this shared task is to identify hope speech from a code-mixed data-set of YouTube comments. The task is to classify comments into Hope Speech, Non Hope speech or Not in language, for three languages: English, Malayalam-English and Tamil-English. We use TF-IDF character n-grams and pretrained MuRIL embeddings for text representation and Logistic Regression and Linear SVM for classification. Our best approach achieved second, eighth and fifth rank with weighted F1 score of 0.92, 0.75 and 0.57 in English, Malayalam-English and Tamil-English on test dataset respectively.
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