Cross Lingual Morphological Analysis

Deep Learning Final Project

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Team

• Mikhailov Vlad
• Reshetnikova Arina
• Serikov Oleg

Task

Multilingual morphological analysis for a low-resource language (VarDial 2019 Competition).

Upgrade last year result using deep learning techniques.

Detailed description

Data

• Train
• Dev
• Test

Code

• transliteration
• POStagger.ipynb - POS tag prediction (multi-label classification)
• lemma_prediction.ipynb – char-level encoder-decoder for lemma prediction
• MSD_prediction.ipynb – MSD prediction (multi-label classification)

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Other trials:

• multilingual_fasttext.ipynb - learning fasstext embeddings for all languages
• wikidump_preprocessing.ipynb - preprocessing data for further language model training
• rnn_language_model.ipynb - language model

Presentation

Here