https://github.com/hscspring/textsimilarity
https://github.com/hscspring/textsimilarity
Last synced: 4 months ago
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- Host: GitHub
- URL: https://github.com/hscspring/textsimilarity
- Owner: hscspring
- License: mit
- Created: 2019-05-31T09:27:40.000Z (about 7 years ago)
- Default Branch: master
- Last Pushed: 2019-05-31T09:57:40.000Z (about 7 years ago)
- Last Synced: 2025-05-26T21:11:24.247Z (about 1 year ago)
- Size: 3.91 KB
- Stars: 3
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# TextSimilarity
> 说明：项目内容来自 AINLP 微信群讨论
## 零碎想法
- BiMPM
- 同义词替换 + Bert 判断句子相似度
- MT 逆向翻译，使用机器翻译样本的句子 seq2seq
## 资源
- [zhiguowang/BiMPM: BiMPM: Bilateral Multi-Perspective Matching for Natural Language Sentences](https://github.com/zhiguowang/BiMPM)
- [(5 条消息) NLP中有什么比较好的sentence/paragraph embedding方法 ？ - 知乎](https://www.zhihu.com/question/299549788)
- [NLP Town Blog | Comparing Sentence Similarity Methods](http://nlp.town/blog/sentence-similarity/)
- [dhwajraj/deep-siamese-text-similarity: Tensorflow based implementation of deep siamese LSTM network to capture phrase/sentence similarity using character/word embeddings](https://github.com/dhwajraj/deep-siamese-text-similarity)
- [蚂蚁金服 - 金融智能 NLP 服务 Rank2 解决方案 - 博海文思](http://skyhigh233.com/blog/2018/09/28/mayi-nlp-rank2/)
- [Top9 竞赛总结 - NLP 语义相似度 第三届拍拍贷 “魔镜杯” 大赛 - 知乎](https://zhuanlan.zhihu.com/p/55610493)
## 论文
- [A Resource-Light Method for Cross-Lingual Semantic Textual Similarity](http://arxiv.org/abs/1801.06436)
- [Semantically-informed distance and similarity measures for paraphrase plagiarism identification](http://arxiv.org/abs/1805.11611)
- [Semantic Sentence Matching with Densely-connected Recurrent and Co-attentive Information](http://arxiv.org/abs/1805.11360)
- [Multi-Label Transfer Learning for Semantic Similarity](http://arxiv.org/abs/1805.12501)
- [Learning Distributed Representations of Sentences from Unlabelled Data](http://arxiv.org/abs/1602.03483)
## 数据
- [ATEC 蚂蚁开发者大赛](https://dc.cloud.alipay.com/index#/topic/data?id=8)
- [IAdmireu/ChineseSTS: 中文文本语义相似度（Chinese Semantic Text Similarity）语料库建设](https://github.com/IAdmireu/ChineseSTS)
## CHANGELOG
- 190512 创建