GitHub - BshoterJ/Text-Matching: This repo contains some experiments of text matching on Chinese dataset LCQMC

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

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Name		Name	Last commit message	Last commit date
Latest commit History 29 Commits
ABCNN		ABCNN
DSSM		DSSM
ESIM		ESIM
data		data
utils		utils
README.md		README.md

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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

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

natural-language-inference text-entailment text-matching

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