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55 lines
1.6 KiB
Markdown
55 lines
1.6 KiB
Markdown
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# Things to do
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## data preparation
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* do temperature-based balanced sampling (see https://arxiv.org/pdf/1907.05019.pdf)
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## slurm job pipelines
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Create slurm jobs with dependencies to create pipelines of jobs.
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(add --dependencies to sbatch)
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see https://hpc.nih.gov/docs/job_dependencies.html
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https://hpc.nih.gov/docs/userguide.html#depend
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grep for job is (pattern: 'Submitted batch job 946074')
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## Issues
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* racing situations in work/data with jobs that fetch data for the same language pairs!
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* get rid of BPE to simplify the scripts
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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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## Backtranslation
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* status: basically working, need better integration?!
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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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## Fine-tuning and domain adaptation
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* status: basically working
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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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## 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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# Other requests
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* Hebrew-->English and Hebrew-->Russian (Shaul Dar) |