TAILIEUCHUNG - Báo cáo khoa học: "Towards a Framework for Abstractive Summarization of Multimodal Documents"

We propose a framework for generating an abstractive summary from a semantic model of a multimodal document. We discuss the type of model required, the means by which it can be constructed, how the content of the model is rated and selected, and the method of realizing novel sentences for the summary. | Towards a Framework for Abstractive Summarization of Multimodal Documents Charles F. Greenbacker Dept. of Computer Information Sciences University of Delaware Newark Delaware USA charlieg@ Abstract We propose a framework for generating an abstractive summary from a semantic model of a multimodal document. We discuss the type of model required the means by which it can be constructed how the content of the model is rated and selected and the method of realizing novel sentences for the summary. To this end we introduce a metric called information density used for gauging the importance of content obtained from text and graphical sources. 1 Introduction The automatic summarization of text is a prominent task in the field of natural language processing NLP . While significant achievements have been made using statistical analysis and sentence extraction true abstractive summarization remains a researcher s dream Radev et al. 2002 . Although existing systems produce high-quality summaries of relatively simple articles there are limitations as to the types of documents these systems can handle. One such limitation is the summarization of multimodal documents no existing system is able to incorporate the non-text portions of a document . information graphics images into the overall summary. Carberry et al. 2006 showed that the content of information graphics is often not repeated in the article s text meaning important information may be overlooked if the graphical content is not included in the summary. Systems that perform statistical analysis of text and extract sentences from the original article to assemble a summary cannot access the information contained in non-text components 75 let alone seamlessly combine that information with the extracted text. The problem is that information from the text and graphical components can only be integrated at the conceptual level necessitating a semantic understanding of the underlying concepts. Our proposed .

• Báo cáo khoa học
• Towards a Framework
• Abstractive Summarization
• Multimodal Documents
• báo cáo khoa học
• báo cáo ngôn ngữ
• ngôn ngữ tự nhiên
• Tạp chí khoa học
• Active teaching methods applied
• Training system towards CDIO educational framework
• Towards CDIO educational framework
• CDIO educational framework
• Journal of technology and science education
• Online interaction in social learning environment towards critical thinking skill
• Social learning environment towards critical thinking skill
• Theory building method
• Design the framework
• Foster students’ critical thinking skill
• Social learning environment
• Towards a blockchain based framework
• Blockchain based framework
• Blockchain based framework for traceability
• Traceability in compliance with GS1
• Traceability in compliance
• A Descriptive Framework
• Translating Speakers Meaning Towards a Dialogue Translation System
• Japanese and English
• scientific reports
• model language
• process natural language
• International Journal of Computer Science & Communication Networks
• Standard framework to organizing software architectural styles
• A standard organization
• Software architectural styles
• Framework for teaching about
• Information technology risk
• Health data and patient safety
• Patient safety
• Technology induced errors
• Risk management
• Framework for project risk knowledge management
• Project risk knowledge management
• Construction supply chain
• Object modelling
• Project risk analysis and management
• báo cáo hóa học
• công trình nghiên cứu về hóa học
• tài liệu về hóa học
• cách trình bày báo cáo
• devastating disease
• Alzheimers disease
• corresponding progress
• Biogeographic Insights
• Central American
• Cycad Biology
• Kyc năng giao tiếp
• Existence of studies investigating
• Consumer behavior perspective
• Conceptual framework of brand
• Consumer’s experiential view
• Women and men
• BMC Bioinformatics
• Metabolic network visualization
• Metabolic engineering
• Open source software
• Microbial metabolism
• Humanities and social science
• ESL learning
• Language level
• Language proficiency
• Common european framework of reference
• Vietnam’s Civil Code
• Sustainable development
• Legal framework
• Vietnam's sustainable development
• Especially prestigious
• office
• tin học
• Volatile Constituents
• Herbal Medicines
• Gas Chromatography
• Designing Novel Functional
• Chromatography
• Chemical Composition
• Allergen Bioinformatics
• Recent Trends
• Developments
• Family Based Studies
• Complex Disorders
• Bioinformatics Software
• LCC prediction
• Parameter uncertainty
• Structural uncertainty
• Possibility theory
• Sensitivity analysis
• Climate change
• Urban planning
• Environmental planning
• Climate related physical