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Extractive Summarization | ||
======================== | ||
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## Gensim summarizer? | ||
- Summarizing is based on ranks of text sentences using a variation of the TextRank algorithm. | ||
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## References | ||
- [RaRe-Technologies/gensim](https://github.com/RaRe-Technologies/gensim) | ||
- [Variations of the Similarity Function of TextRank for Automated Summarization, 2016](https://arxiv.org/abs/1602.03606) |
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Fake News Classifier | ||
======================== | ||
## Model | ||
| Model Accuracy | Train | Validation | Test | | ||
|----------------|-------|------------|------| | ||
| LSTM | 0.9774 | 0.98381 | 0.7544 | | ||
| SenCNN | 0.9624 | 0.8016 | 0.7827 | | ||
| BERT | 0.9662 | 0.8299 | 0.8070 | | ||
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- ์ธ ๊ฐ ๋ชจ๋ธ ๋ชจ๋ Early Stopping ์ ์ ์ฉํ ๊ฒฐ๊ณผ์ ๋๋ค. | ||
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## Dataset | ||
๋ฐ์ดํฐ์ ์ [SNU factcheck](https://factcheck.snu.ac.kr/)๋ฅผ ํฌ๋กค๋งํ์ฌ ์ฌ์ค, ๊ฑฐ์ง์ผ๋ก ๋ผ๋ฒจ๋งํ์์. | ||
๊ฑฐ์ง ๋ฐ์ดํฐ์ ์ ์์ด ๋ ๋ง์์ ๋ค์ด๋ฒ ๋ด์ค์์ ์ถ๊ฐ๋ก ๋ฐ์ดํฐ๋ฅผ ๋ชจ์ ๋ ๋ผ๋ฒจ๋ง๋ ๋ฐ์ดํฐ์ ํฌ๊ธฐ๊ฐ ๊ฐ๊ฒ ํจ. | ||
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## References | ||
- [A Study on Korean Fake news Detection Model Using Word Embedding, 2020](https://www.koreascience.or.kr/article/CFKO202022449680088.pdf) | ||
- [Research Analysis in Automatic Fake News Detection, 2019](http://hiai.co.kr/wp-content/uploads/2019/12/%EB%85%BC%EB%AC%B8%EC%A6%9D%EB%B9%99_2019_02.pdf) | ||
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{ | ||
"SECRET_KEY": "asdfasdfasdfasdf", | ||
"DEBUG": "True", | ||
"ALLOWED_HOSTS": ["localhost", "http://localhost:3000"], | ||
"EMAIL_BACKEND": "django.core.mail.backends.smtp.EmailBackend", | ||
"EMAIL_HOST": "smtp.googlemail.com", | ||
"EMAIL_USE_TLS": "True", | ||
"EMAIL_PORT": 587, | ||
"EMAIL_HOST_USER": "[email protected]", | ||
"EMAIL_HOST_PASSWORD": "asdfasdfasdf*" | ||
"SECRET_KEY": "asdfasdfasdfasdf", | ||
"DEBUG": "False", | ||
"ALLOWED_HOSTS": ["localhost", "http://localhost:3000"], | ||
"EMAIL_BACKEND": "django.core.mail.backends.smtp.EmailBackend", | ||
"EMAIL_HOST": "smtp.googlemail.com", | ||
"EMAIL_USE_TLS": "True", | ||
"EMAIL_PORT": 587, | ||
"EMAIL_HOST_USER": "[email protected]", | ||
"EMAIL_HOST_PASSWORD": "asdfasdfasdf*" | ||
} |
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...end/public/static/ReportData.example.json โ ...ublic/static/data/ReportData.example.json
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