SentiArabic: A Sentiment Analysis Package for Standard Arabic
The package includes:
- SLSA: A Sentiment Lexicon for Standard Arabic
- A Sentiment Corpus for Standard Arabic
- A Sentiment Analyzer for Standard Arabic
- SLSA: A Sentiment Lexicon for Standard Arabic
- A Sentiment Corpus for Standard Arabic
- A Sentiment Analyzer for Standard Arabic
SentiArabic is a complete sentiment analysis for Standard Arabic. The package include three main components:
- SLSA: A Sentiment Lexicon for Standard Arabic
- A Sentiment Corpus for Standard Arabic
- A Sentiment Analyzer for Standard Arabic
- SLSA: A Sentiment Lexicon for Standard Arabic
- A Sentiment Corpus for Standard Arabic
- A Sentiment Analyzer for Standard Arabic
SLSA: A Sentiment Lexicon for Standard Arabic
SLSA is a state-of-the-art Sentiment Lexicon for Standard Arabic. The accuracy and richness of SLSA is proved to be superior to the other available lexicons (See the "Publication" tab). SLSA consists of 34,821 entries. An entry consists of:
Arabic Lemma (in Buckwalter Transliteration, en.wikipedia.org/wiki/Buckwalter_transliteration), POS Tag (Noun, Adjective or Verb), Positive
Score (0, 0.25, 0.5, 0.75 or 1), Negative Score (0, 0.25, 0.5, 0.75 or 1), Objective Score (1-Positive Score-Negative Score) and English Gloss.
SLSA currently has two versions:
SLSA 1.0: An automatically generated version that is freely available for research purposes
SLSA 2.0: The most frequent 5,000 entries are manually checked and the scores are better normalized
Examples:
Arabic Lemma (in Buckwalter Transliteration, en.wikipedia.org/wiki/Buckwalter_transliteration), POS Tag (Noun, Adjective or Verb), Positive
Score (0, 0.25, 0.5, 0.75 or 1), Negative Score (0, 0.25, 0.5, 0.75 or 1), Objective Score (1-Positive Score-Negative Score) and English Gloss.
SLSA currently has two versions:
SLSA 1.0: An automatically generated version that is freely available for research purposes
SLSA 2.0: The most frequent 5,000 entries are manually checked and the scores are better normalized
Examples:
| Lemma | POS | Positive | Negative | Objective | Gloss |
|---|---|---|---|---|---|
| munoSif_1 | ADJ | 0.5 | 0.0 | 0.5 | equitable/fair |
| ta$A&um_1 | NOUN | 0.0 | 0.5 | 0.5 | pessimism |
| waDaE | VERB | 0.0 | 0.0 | 0.0 | put/place |
A Sentiment Corpus for Standard Arabic
SentiArabic Corpus includes 20,000 sentences that are annotated for their contextual polarity (positive, negative or neutral).
The corpus covers a wide range of genres such as politics, sports, medicine, media, religions and fashion.
Examples:
The corpus covers a wide range of genres such as politics, sports, medicine, media, religions and fashion.
Examples:
| Sentence | Polarity |
|---|---|
| اعتادت أن تسحرنا بصوتها الملائكي الحالم | Positive |
| لكنهم في وقت لاحق سيندمون | Negative |
| النظام الغذائي يتدخل أيضاً في تحديد لون الأسنان | Neutral |
A Sentiment Analyzer for Standard Arabic
SentiArabic sentiment analyzer is a state-of-the-art sentiment analyzer for Standard Arabic. The analyzer outperforms its counterparts by a significant margin when tested on blind test sets. The input to the analyzer is an Arabic sentence of a contextual polarity, and the output is the polarity of the sentence (positive or negative).
The analyzer can be accessed as an AWS service or obtained in full as part of the complete SentiArabic package.
The analyzer can be accessed as an AWS service or obtained in full as part of the complete SentiArabic package.
Ramy Eskander and Owen Rambow
SLSA: A Sentiment Lexicon for Standard Arabic
In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP)
Lisbon, Portugal, 2015
SLSA: A Sentiment Lexicon for Standard Arabic
In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP)
Lisbon, Portugal, 2015
| slsa.pdf |
Ramy Eskander
SentiArabic: A Sentiment Analyzer for Standard Arabic
In Proceedings of the 2018 Conference on Language Resources and Evaluation (LREC)
Miyazaki, Japan, 2018
SentiArabic: A Sentiment Analyzer for Standard Arabic
In Proceedings of the 2018 Conference on Language Resources and Evaluation (LREC)
Miyazaki, Japan, 2018
| sentiarabic.pdf |
# SentiArabic is not freely available, neither for research nor industrial purposes.
# You may not redistribute SentiArabic or any of its components.
# You may transform or rebuild SentiArabic or any of its components upon purchase.
# Exception: The free lexicon, SLSA 0.1, is freely available for research purposes.
# Publication: If you publish a paper on work that uses the lexicon, SLSA 0.1 or SLSA 0.2, appropriate credit should be given (see the “Publication” tab).
# You may not redistribute SentiArabic or any of its components.
# You may transform or rebuild SentiArabic or any of its components upon purchase.
# Exception: The free lexicon, SLSA 0.1, is freely available for research purposes.
# Publication: If you publish a paper on work that uses the lexicon, SLSA 0.1 or SLSA 0.2, appropriate credit should be given (see the “Publication” tab).
*All prices are in USD.
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In order to request SentiArabic or any of its components, please send a message through the Contact page with the subject “SentiArabic”. You also need to include the following information:
- Organization Name
- Purpose of Use
- Organization Name
- Purpose of Use