Fine-tuning BERT

This paper describes how to fine-tune the BERT Transformer encodermodel for the benchmarks MNLI, SQuAD v1.1., SQuAD v2.0, andSWAG. After carefully introducing the mathematical and BERT-specificnotation, it discusses not only the fine-tuning phase but also theevaluation phase and the most common measure applied to the respectivebenchmark (Accuracy, F1).

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-04-28
DOI
https://doi.org/10.5281/zenodo.15298428
Primary Topic
Genetic Mapping and Diversity in Plants and Animals
Type
article
Field-Weighted Citation Impact
0.00
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article

Fine-tuning BERT

Zenodo (CERN European Organization for Nuclear Research)
Genetic Mapping and Diversity in Plants and Animals
article

Fine-tuning BERT

article en

Abstract

This paper describes how to fine-tune the BERT Transformer encodermodel for the benchmarks MNLI, SQuAD v1.1., SQuAD v2.0, andSWAG. After carefully introducing the mathematical and BERT-specificnotation, it discusses not only the fine-tuning phase but also theevaluation phase and the most common measure applied to the respectivebenchmark (Accuracy, F1).

Zenodo (CERN European Organization for Nuclear Research)
Clean water and sanitation
Openalex Percentile: Top 51%
Genetic Mapping and Diversity in Plants and Animals
DOIOpen Access PDFOpenAlex
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Fine-tuning BERT · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS