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This repo contains some experiments of text matching on Chinese dataset LCQMC

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Text matching models on LCQMC datasets

Requrement

  • python 3.6
  • tensorflow-gpu 1.12
  • gensim 3.8.1
  • jieba 0.39
  • numpy 1.16
  • pandas 0.23

To Do List

Single Model

  • DSSM
  • ABCNN
  • ESIM
  • BIMPM
  • DIIN
  • DRCN
  • RE2

Classic Algorithm

  • TFIDF
  • BM25
  • VSM

LM Fintune

  • ELMo
  • BERT
  • ALBERT

Result

Model accuracy loss word/char
DSSM 63.336% 0.64119714 char
ABCNN 79.928% 0.6421789 char
ESIM 81.8% 0.48200694 char
BIMPM
DIIN 84.472% 0.34605518 char + dynamic word
DRCN
RE2

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This repo contains some experiments of text matching on Chinese dataset LCQMC

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