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awesome-text-summarization
The guide to tackle with the Text Summarization
https://github.com/icoxfog417/awesome-text-summarization
Last synced: 2 days ago
JSON representation
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Resources
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Papers
- Abstractive text summarization using sequence-to-sequence RNNs and beyond
- Generating Wikipedia by Summarizing Long Sequences
- Get to the point: Summarization with pointergenerator networks
- A Survey on Neural Network-Based Summarization Methods
- Automatic creation of literature abstracts - 165, 1958.
- Title generation with quasi-synchronous grammar - 523, October 09-11, 2010.
- Automatic summarization - 3):103–233, 2011.
- LexRank: graph-based lexical centrality as salience in text summarization - 479, July 2004.
- A Neural Attention Model for Abstractive Sentence Summarization
- On using very large target vocabulary for neural machine translation
- TLDR: Extreme Summarization of Scientific Documents
- SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents
- Text summarization using Latent Semantic Analysis - 417, aug 2011.
- Headline Generation Based on Statistical Translation
- Query Focused Abstractive Summarization: Incorporating Query Relevance, Multi-Document Coverage, and Summary Length Constraints into seq2seq Models
- Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting
- A deep reinforced model for abstractive summarization
- Controlling Decoding for More Abstractive Summaries with Copy-Based Networks
- On using very large target vocabulary for neural machine translation
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Datasets
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Libraries
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Articles
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Transfer Learning
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Papers
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Extract then Abstract model
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Task Definition
- 2 - headed. On the other hand, the headlines and 3-line summaries in the newspaper helps us.
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Basic Approach
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Extractive
- PageRank - robin table). We can convert this matrix to transition probability matrix by dividing the sum of links in each page. And the page surfer moves the page according to this matrix.
- LexRank - modified Cosine similarity).
- TextRank
- Sentence Extraction Based Single Document Summarization
- pytextrank
- gensim
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Abstractive
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