https://github.com/andreykolomiets/news_headline_generation
Генерация новостных заголовков
https://github.com/andreykolomiets/news_headline_generation
abstractive-summarization byte-pair-encoding pointer-generator pytorch reinforce summarization summatization
Last synced: 8 months ago
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Генерация новостных заголовков
- Host: GitHub
- URL: https://github.com/andreykolomiets/news_headline_generation
- Owner: AndreyKolomiets
- Created: 2019-03-13T08:56:30.000Z (over 6 years ago)
- Default Branch: master
- Last Pushed: 2022-11-21T21:31:30.000Z (almost 3 years ago)
- Last Synced: 2023-03-08T23:18:45.431Z (over 2 years ago)
- Topics: abstractive-summarization, byte-pair-encoding, pointer-generator, pytorch, reinforce, summarization, summatization
- Language: Python
- Size: 161 KB
- Stars: 5
- Watchers: 5
- Forks: 1
- Open Issues: 4
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Metadata Files:
- Readme: README.md
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README
# News_Headline_Generation
Генерация новостных заголовков на русском языке. Используется датасет https://github.com/RossiyaSegodnya/ria_news_dataset. В качестве метрики используется среднее F-мер для ROUGE-1, ROUGE-2, ROUGE-L. Воспроизводятся статьи https://arxiv.org/abs/1704.04368, https://arxiv.org/abs/1705.04304. Получено значение 0,32 при использовании byte-pair encoding
News headline generation for russian language. Dataset https://github.com/RossiyaSegodnya/ria_news_dataset is used. Mean of ROUGE-1, ROUGE-2, ROUGE-L F-measures is used as metric. The following papers are implemented: https://arxiv.org/abs/1704.04368, https://arxiv.org/abs/1705.04304. Value 0,32 is achieved using byte-pair encoding.