Automatic News Summerization
Natural Language Processing is booming with its applications in the real world, one of which is Text Summarization for large texts including news articles. This research paper provides an extensive comparative evaluation of extractive and abstractive approaches for news text summarization, with an emphasis on the ROUGE score analysis. The study employs the CNN-Daily Mail dataset, which consists of news articles and human-generated reference summaries. The evaluation employs ROUGE scores to assess the efficacy and quality of generated summaries. After Evaluation, we integrate the best-performing models on a web application to assess their real-world capabilities and user experience.
Code (0)
등록된 구현이 없습니다.
Tasks
ArticlesText SummarizationSimilar Papers 제목 키워드 기반
Towards Automatic Construction of News Overview Articles by News Synthesis
In this paper we investigate a new task of automatically constructing an overview article from a given set of news articles about a news event. We propose a news synthesis approach to address this task based on passage s…
ArticlesDocument SummarizationMulti-Document SummarizationAutomatic Extraction of News Values from Headline Text
Headlines play a crucial role in attracting audiences{'} attention to online artefacts (e.g. news articles, videos, blogs). The ability to carry out an automatic, large-scale analysis of headlines is critical to facilita…
ArticlesKeyword SpottingRecommendation SystemsAutomatic News Generation and Fact-Checking System Based on Language Processing
This paper explores an automatic news generation and fact-checking system based on language processing, aimed at enhancing the efficiency and quality of news production while ensuring the authenticity and reliability of …
ArticlesFact CheckingKnowledge GraphsNews Generation+1What's The Latest? A Question-driven News Chatbot
This work describes an automatic news chatbot that draws content from a diverse set of news articles and creates conversations with a user about the news. Key components of the system include the automatic organization o…
ArticlesChatbotAutomatic Detection of Fake News
The proliferation of misleading information in everyday access media outlets such as social media feeds, news blogs, and online newspapers have made it challenging to identify trustworthy news sources, thus increasing th…
Fake News Detection