2020-01-10 17:45:42 +03:00
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# Things to do
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2020-01-22 14:33:28 +03:00
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2020-09-16 19:33:19 +03:00
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## Issues
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2020-06-08 14:14:55 +03:00
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2020-09-16 19:33:19 +03:00
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* get rid of BPE to simplify the scripts
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2020-06-08 14:14:55 +03:00
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2020-04-18 21:40:52 +03:00
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## General settings
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* better hyperparameters for low-resource setting (lower batch sizes, smaller vocabularies ...)
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* better data selection (data cleaning / filtering); use opus-filter?
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* better balance between general data sets and backtranslations
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2020-01-22 14:33:28 +03:00
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## Backtranslation
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* status: basically working, need better integration?!
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2020-01-10 17:45:42 +03:00
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* add backtranslations to training data
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* can use monolingual data from tokenized wikipedia dumps: https://sites.google.com/site/rmyeid/projects/polyglot
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* https://dumps.wikimedia.org/backup-index.html
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* better in JSON: https://dumps.wikimedia.org/other/cirrussearch/current/
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2020-01-22 14:33:28 +03:00
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## Fine-tuning and domain adaptation
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* status: basically working
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2020-09-16 19:33:19 +03:00
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* do we want to publish fine-tuned data or rather the fina-tuning procedures? (using a docker container?)
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2020-01-22 14:33:28 +03:00
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## Show-case some selected language pairs
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* collaboration with wikimedia
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* focus languages: Tagalog (tl, tgl), Central Bikol (bcl), Malayalam (ml, mal), Bengali (bn, ben), and Mongolian (mn, mon)
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2020-08-22 23:51:37 +03:00
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