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pytorch_english_mltc's Introduction

项目说明

本项目用于英语文本多标签分类模型,使用框架为PyTorch。

数据集

数据集位于src/data目录, 数据来源网址为:https://datahack.analyticsvidhya.com/contest/janatahack-independence-day-2020-ml-hackathon.

该数据集是英语多标签分类数据集,每个数据样本由title, abstract及标签组成,共六个标签,分别为: Computer Science, Physics, Mathematics, Statistics, Quantitative Biology, Quantitative Finance.

模型结构图

模型结构图

模型效果

模型 max length batch size private score rank
bert-base-uncased 128 32 0.8320 107
bert-large-uncased 128 16 0.8355 79

参考网址

  1. https://jovian.ai/kyawkhaung/1-titles-only-for-medium
  2. https://datahack.analyticsvidhya.com/contest/janatahack-independence-day-2020-ml-hackathon
  3. Fine-tuned BERT Model for Multi-Label Tweets Classification: https://trec.nist.gov/pubs/trec28/papers/DICE_UPB.IS.pdf

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