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vocabulary-transfer's Introduction

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]

vocabulary-transfer's People

Contributors

leyadev avatar

Stargazers

Hayden avatar Han avatar Patrick Haller avatar Alex avatar Sangjee Dondrub avatar avatar Sam Passaglia avatar avatar Shreyansh Singh avatar Alexander Seifert avatar avatar Ulyana Isaeva avatar avatar Peng Li avatar avatar fengji.zhang avatar Ilya Akdemir avatar avatar Stefan Schweter avatar Aleksey Tikhonov avatar

Watchers

Aleksey Tikhonov avatar avatar Ulyana Isaeva avatar avatar

Forkers

reecedoo anmar01 habibzadeh

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