Implementation of the paper "Fine-Tuning Transformers: Vocabulary Transfer"

Related tags

Deep LearningVocabulary-Transfer
Overview

Transformer-vocabulary-transfer

Implementation of the paper "Fine-Tuning Transformers: Vocabulary Transfer"

Description

step 1 - Create SentencePiece vocabulary for dataset
step 2 - Train the first level model (BertForMaskedLM) on English Wikipedia from scratch
step 3 - Match vocabulary (first level model dataset & downstream task dataset)
step 4 - Transfer dictionary using mapping. Сreate folders and raw models for experiments.
step 5 - Train 1 epoch BertForMaskedLM on downstream task
step 6 - Train final (BertForSequenceClassification) downstream model

Citation

I. Samenko, A. Tikhonov, B. Kozlovsky, I. P. Yamshchikov. Fine-Tuning Transformers: Vocabulary Transfer.

Contact

*Igor Samenko: [email protected]

Owner
LEYA
LEYA is a Natural Language Processing research laboratory co-founded by Yandex and Higher School of Economics in Saint-Petersburg.
LEYA
GitHub Repository
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