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- W4382141213 abstract "Automated Text Summarization is becoming important due to the vast amount of data being generated. Manual processing of documents is tedious, mostly due to the absence of standards. Therefore, there is a need for a mechanism to reduce text size, structure it, and make it readable for users. Natural Language Processing (NLP) is critical for analyzing large amounts of unstructured, text-heavy data. This project aims to address concerns with extractive and abstractive text summarization by introducing a new neural network model that deals with repetitive and incoherent phrases in longer documents. The model incorporates a novel Seq2Seq architecture that enhances the standard attentional model with an intra-attention mechanism. Additionally, a new training method that combines supervised word prediction and reinforcement learning is employed. The model utilizes a hybrid pointer-generator network, which distinguishes it from the standard encoder-decoder model. This approach produces higher quality summaries than existing models." @default.
- W4382141213 created "2023-06-27" @default.
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- W4382141213 date "2023-06-23" @default.
- W4382141213 modified "2023-09-26" @default.
- W4382141213 title "Short Updates- Machine Learning Based News Summarizer" @default.
- W4382141213 doi "https://doi.org/10.3126/jacem.v8i2.55939" @default.
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