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--- |
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datasets: |
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- mbshr/XSUMUrdu-DW_BBC |
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language: |
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- ur |
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metrics: |
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- rouge |
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- bertscore |
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pipeline_tag: summarization |
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--- |
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### Summarization Model (Type:T5) |
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Summarization: Extractive and Abstractive |
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- urT5 adapted from mT5 having monolingual vocabulary only; 40k tokens of Urdu. |
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- Fine-tuned on https://huggingface.co/mbshr/XSUMUrdu-DW_BBC, ref to https://doi.org/10.48550/arXiv.2310.02790 for details. |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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- **Model type:** urT5 adapted version of mT5 |
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- **Language(s) (NLP):** Urdu |
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- **Finetuned from model:** google/mt5-base |
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### Model Sources |
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<!-- Provide the basic links for the model. --> |
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- **Repository:** [More Information Needed] |
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- **Paper:** https://doi.org/10.48550/arXiv.2310.02790 |
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## Uses |
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Summarization |
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## Evaluation & Results |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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Evaluated on https://huggingface.co/mbshr/XSUMUrdu-DW_BBC |
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- ROUGE-1 F Score: 40.03 combined, 46.35 BBC Urdu datapoints only and 36.91 DW Urdu datapoints only) |
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- BERTScore: 75.1 combined, 77.0 BBC Urdu datapoints only and 74.16 DW Urdu datapoints only |
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## Citation [optional] |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
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https://doi.org/10.48550/arXiv.2310.02790 |
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## Contact |
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- mubashir.munaaf@gmail.com |
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