Self Learning
Related Papers
Community-based Construction of Draft and Final Translation Corpus Through a Translation Hosting Site Minna no Hon’yaku (MNH)
AbstractIn this paper we report a way of constructing a translation corpus that contains not only source and target texts, but draft and final versions of target texts, through the …...
Building Monolingual Comparable and Annotated Corpora: An experimental study from a pos tagged corpus (Construire un corpus monolingue annoté comparable Expérience à partir d’un corpus annoté morpho-syntaxiquement) [in French]
. This work is motivated by the will of creating a new part-of-speech annotated corpus in French from an existing one. We propose a general and operational definition of the …...
TakeTwo: A Word Aligner based on Self Learning
State of the art statistical machine translation systems are typically trained by symmetrizing word alignments in two translation directions. We introduce a new method that improves word alignment results, based …...
A Simple and Effective Approach to Robust Unsupervised Bilingual Dictionary Induction
AbstractUnsupervised Bilingual Dictionary Induction methods based on the initialization and the self-learning have achieved great success in similar language pairs, e.g., English-Spanish. But they still fail and have an accuracy …...
Pushing the Limits of AMR Parsing with Self-Learning
AbstractAbstract Meaning Representation (AMR) parsing has experienced a notable growth in performance in the last two years, due both to the impact of transfer learning and the development of novel …...
Maximum Bayes Smatch Ensemble Distillation for AMR Parsing
AbstractAMR parsing has experienced an unprecendented increase in performance in the last three years, due to a mixture of effects including architecture improvements and transfer learning. Self-learning techniques have also …...