This is an initial list for Arabic

  

    Dataset
    Paper
    Link
  
  
    SOQAL
    Neural Arabic Question Answering

    https://github.com/husseinmozannar/SOQAL
  
  
    HARD
    Hotel Arabic-Reviews Dataset Construction for Sentiment Analysis Applications
    https://github.com/elnagara/HARD-Arabic-Dataset
  
  
    ArsentD-LEV
    A Multi-Topic Corpus for Target-based Sentiment Analysis in Arabic Levantine Tweets
    http://oma-project.com/ArSenL/ArSenTD_Lev_Intro
  
  
    ANERcorp
    ANERsys: An Arabic Named Entity Recognition System Based on Maximum Entropy
    http://curtis.ml.cmu.edu/w/courses/index.php/ANERcorp
  
  
    LABR
    A Large-SCale Arabic Book Reviews Dataset
    https://github.com/mohamedadaly/LABR
  
  
    AJGT
    N/A
    https://github.com/komari6/Arabic-twitter-corpus-AJGT
  

    Multi-datasets
    Building Large Arabic Multi-domain Resources for Sentiment Analysis
    https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces
  

    TEAD
    Using Tweets and Emojis to Build TEAD: an Arabic Dataset for Sentiment Analysis

    https://github.com/HSMAabdellaoui/TEAD
  

    COVID-19 dataset
    Large Arabic Twitter Dataset on COVID-19
    https://github.com/SarahAlqurashi/COVID-19-Arabic-Tweets-Dataset