Beyond Captions: Linking Figures with Abstract Sentences in Biomedical Articles
نویسندگان
چکیده
منابع مشابه
Beyond Captions: Linking Figures with Abstract Sentences in Biomedical Articles
Although figures in scientific articles have high information content and concisely communicate many key research findings, they are currently under utilized by literature search and retrieval systems. Many systems ignore figures, and those that do not typically only consider caption text. This study describes and evaluates a fully automated approach for associating figures in the body of a bio...
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Identifying and extracting figures and tables along with their captions from scholarly articles is important both as a way of providing tools for article summarization, and as part of larger systems that seek to gain deeper, semantic understanding of these articles. While many “off-the-shelf” tools exist that can extract embedded images from these documents, e.g. PDFBox, Poppler, etc., these to...
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We explore the automatic identification of speculative language in biomedical articles using distributed representation of sentences and deep learning methods. Such an identification has potential applications in information retrieval, multi-document summarization and knowledge discovery. We explore two methods that learn distributed representations of sentences, Paragraph Vector model and Recu...
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BIOMEDICAL TEXTS CAN BE TYPICALLY REPRESENTED BY FOUR RHETORICAL CATEGORIES: introduction, methods, results and discussion (IMRAD). Classifying sentences into these categories can benefit many other text-mining tasks. Although many studies have applied approaches to automatically classify sentences in MEDLINE abstracts into the IMRAD categories, few have explored the classification of sentences...
متن کاملAbstract List of Figures
Temporal Logics are a popular formalism for specification of properties in the verification of reactive systems. They can be employed to reason about the behavior of systems with the evolution of time. For example one can specify that an event corresponding to the request of a resource is eventually followed by an event corresponding to its grant. Linear-time Temporal Logic (LTL) is one such fo...
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ژورنال
عنوان ژورنال: PLoS ONE
سال: 2012
ISSN: 1932-6203
DOI: 10.1371/journal.pone.0039618