Comments (2)
For training newer models we are going to consider the RoBERTa architecture. The shortlist discussed in the meeting on September 16th is provided below. These models will be run based on initial feedback.
- gaBERTa Base
- gaBERTa Large
- Multilingual gaBERTa (Irish and Scots Gaelic, or possibly with English data too)
- XLM-R Base with continued pretraining
- XLM-R Large with continued pretraining
For any possible alternatives, see #86.
from irish-bert.
Our gaBERTa Base model so far performs poorly. We suspect hyper-parameter tuning is necessary.
from irish-bert.
Related Issues (20)
- Paper: report random seeds of from scratch models HOT 1
- corpus statistics after de-duplication
- Increase number of parsers from 5 to 9
- Effect of corpus sampling on continued pre-training
- tag, branch and/or release code for reproducibility HOT 3
- report statistical power of test sets
- Include Scannell's corpus
- Reference for NCI paper Kilgarriff et al. HOT 1
- rclone is unable to find Theme A folder on Google Driver HOT 1
- Investigate gaHealth parallel corpus
- Add Irish subset of Indigenous Tweets
- Use ELRC and OPUS corpora directly
- Repair ligatures in NCI
- Add the Irish Crúbadán Web Corpus
- Add Irish subset of Indigenous Blogs
- Add the Gaois Corpus of Contemporary Irish
- Add the EduGA Corpus of Educational Materials
- Add the classical modern Irish Corpas Filíocht shiollach na Gaeilge
- Update HF model cards to refer to LREC paper HOT 1
- Repair fadas in NCI
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from irish-bert.