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I argue that we can not exclusively rely on traditional methods that learn from small, hand-annotated datasets if we hope to extract a broad range of relations and events from diverse text genres at scale.
Track III attracted the participation of a diverse range of systems representative of various biocuration scenarios covering diverse text mining tasks of importance for database curation.
In contrast, real applications typically have to perform information extraction on diverse text collections without having accordingly diverse training data.
The user study and lessons learned from the diverse text mining systems that participated in the interactive track will lead to improved evaluation metrics and functional and standards requirements for an interactive task in BioCreative IV.
An epigenetic database that analyzes and presents unique set of drug like ligands, shows their absorption, distribution, metabolism, excretion and toxicity (ADMET) parameters, allows diverse text or structure search and supports chemoinformatic analysis would be highly beneficial for drug discovery scientists.
For example: "Researched a range of diverse texts to co-author a blog post on sustainable living for the student magazine, gaining over 10,000 page views".
The crucial fact is that the databases, like the hypothetical library, store and retrieve articles separately within a vast domain of diverse texts.
The crucial fact is that the Databases, like the hypothetical library, store and retrieve articles separately within a vast domain of diverse texts.
A large number of diverse text-mining tools exist that provide different strategies and interfaces to satisfy the extensive data-mining demands in biomedical sciences (Krallinger et al., 2010).
Taken together, these diverse texts reveal a rich literary tradition in which the writer's sensibility and worldview are paramount to an investigation of the known and unknown.
Mr. Glass assembled these diverse texts in a collaboration with the Very Rev. James Parks Morton, president of the Interfaith Center of New York and dean emeritus of the Cathedral of St. John the Divine, and Kusumita Priscilla Pedersen, the chairwoman of the department of religious studies at St . Francis Collegein Brooklyn Heights.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com