marbert
UBC ARBERT and MARBERT Deep Bidirectional Transformers for Arabic
https://github.com/UBC-NLP/marbert
Last synced: about 16 hours ago
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2. Our Benchmark: ArBench
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2.1 Sentiment Analysis
- Alomari et al. (2017) - | 361 |
- Al-Twairesh et al. (2017)
- Elmadany et al. (2018) - | 3.6K |
- Baly et al. (2019) - LEV (5) | 3.2K | - | 801 |
- Nabil et al. (2015) - B (2) | 1.06K | - | 267 |
- Abdul-Mageed and Diab (2012)
- Salameh et al. (2015)
- Nabil et al. (2015)
- Abdul-Mageed and Diab (2014)
- Rosenthal et al. (2017) - | 6.10K |
- Abdullah et al. (2013)
- Elnagar et al. (2018) - | 21.1K |
- Al-Twairesh et al. (2017)
- Abdul-Mageed et al. (2020b)
- Abu Farha and Magdy (2017) - | 2.K |
- Nabil et al. (2015) - B (2) | 1.06K | - | 267 |
- Abdul-Mageed and Diab (2012)
- Salameh et al. (2015)
- Nabil et al. (2015)
- Rosenthal et al. (2017) - | 6.10K |
- Nabil et al. (2015)
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2.2 Social Meaning
- Abdul-Mageed et al. (2020b)
- Abu Farha and Magdy (2017) - | 2.1K |
- Alshehri et al. (2020a)
- Ghanem et al. (2019) - | 404 |
- Mubarak et al. (2020) - B - (2) | 10K | 1K | 2K |
- Zaghouani and Charfi (2018) - Tweet (2) | 1.28M | 160K | 160K |
- Alshehri et al. (2020a)
- Mubarak et al. (2020) - A (2) | 10K | 1K | 2K |
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2.3 Topic Classification
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2.4 Dialect Identification
- Zaidan and Callison-Burch (2014)
- Bouamor et al. (2019) - TL (21) | Country | 193K | 26.6K | 43.9K |
- Abdul-Mageed et al. (2020)
- Abdelali et al. (2020) - | 3.5K |
- Zaidan and Callison-Burch (2014)
- Farha and Magdy (2020) - | 2.11K |
- Bouamor et al. (2019) - TL (21) | Country | 193K | 26.6K | 43.9K |
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2.5 Named Entity Recogntion
- Benajiba and Rosso (2007)
- Mitchell et al. (2005) - 2004BN | 70K | 3.20K | 3.92K | 2.23K |
- Darwish (2013) - NER | 81K | 1.25K | 1.30K | 765 |
- Benajiba and Rosso (2007)
- Mitchell et al. (2004) - 2003NW | 27K | 1.14K | 1.14K | 893 |
- Darwish (2013) - NER | 81K | 1.25K | 1.30K | 765 |
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3 Model Evaluation
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2.5 Named Entity Recogntion
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4. How to use ARBERT and MARBERT
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4.2 Example: Fine-tuning MARBERT for Sentiment Analysis
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4.1 Loading directly from Huggingface
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5. Ethics
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4.2 Example: Fine-tuning MARBERT for Sentiment Analysis
- Twitter policy - terms/more-on-restricted-use-cases):
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6. Download ARBERT and MARBERT Checkpoints
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1.1 ARBERT & MARBERT
Programming Languages
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