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Coursera Corpus Mining and Multistage Fine-Tuning for Improving Lectures Translation [article]

Haiyue Song, Raj Dabre, Atsushi Fujita, Sadao Kurohashi
2020 arXiv   pre-print
We also show how to use the resulting corpora in a multistage fine-tuning based domain adaptation for high-quality lectures translation.  ...  To address this, we examine a language independent framework for parallel corpus mining which is a quick and effective way to mine a parallel corpus from publicly available lectures at Coursera.  ...  A part of this work was conducted under the program "Research and Development of Enhanced Multilingual and Multipurpose Speech Translation System" of the Ministry of Internal Affairs and Communications  ... 
arXiv:1912.11739v2 fatcat:6uscledetnaovgz5lqjmwnduia

Dagstuhl Reports, Volume 11, Issue 7, August 2021, Complete Issue [article]

For this, it is important to consider both domain expert knowledge and model expert knowledge. Another interesting question is the interplay of different higher-order dimensions.  ...  This call for more research on the combination of different higher-order model facets.  ...  (to give a lecture) and LVC.semi (grant rights).  ... 
doi:10.4230/dagrep.11.7 fatcat:4b73kynisffo7payzzghe5rfiq