Text-Matching
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Published
20 hours ago •
BshoterJ
BshoterJ
This repo contains some experiments of text matching on Chinese dataset LCQMC
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
- [x] DSSM
- [x] ABCNN
- [x] 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 |
BshoterJ