Source code for paper: Knowledge Inheritance for Pre-trained Language Models

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Deep Learning Knowledge-Inheritance
Overview

Knowledge-Inheritance

Source code paper: Knowledge Inheritance for Pre-trained Language Models (preprint). The trained model parameters (in Fairseq format) can be downloaded from Tsinghua Cloud. You can use convert_fairseq_to_huggingface.py to convert the Fairseq format into Huggingface's transformers format easily.

We refer the downstream performance evaluation to the implementation of Fairseq (GLUE tasks) and Don't Stop Pre-training (ACL-ARC / CHEMPROT).

If you have any question, feel free to contact us ([email protected]).

1. Available Pretrained Models

WB domain: Wikipedia + BookCorpus; CS domain: computer science papers; BIO domain: biomedical papers;

Models trained by self-learning

RoBERTa_WB_H_4
RoBERTa_WB_H_6
RoBERTa_WB_H_8
RoBERTa_WB_H_10
RoBERTa_WB_D_288
RoBERTa_WB_D_384
RoBERTa_WB_D_480
RoBERTa_WB_D_576
RoBERTa_WB_D_672
RoBERTa_WB_BASE
RoBERTa_WB_MEDIUM
RoBERTa_WB_BASE_PLUS
RoBERTa_WB_LARGE
GPT_WB_MEDIUM
GPT_WB_BASE
GPT_WB_BASE_PLUS
RoBERTa_CS_MEDIUM
RoBERTa_CS_BASE
RoBERTa_BIO_MEDIUM
RoBERTa_BIO_BASE

Models trained by Knowledge Inheritance

RoBERTa_WB_BASE -> RoBERTa_WB_BASE_PLUS
RoBERTa_WB_BASE -> RoBERTa_WB_LARGE
RoBERTa_WB_BASE_PLUS -> RoBERTa_WB_LARGE
RoBERTa_WB_BASE -> RoBERTa_WB_BASE_PLUS -> RoBERTa_WB_LARGE

arch

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