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