Abstract
We frequently encounter unfamiliar entity names (e.g., a persons name or a geographic location) while reading texts such as newspapers, magazines, and Web pages. When this occurs, we typically perform a sequence of tedious actions: select the entity name, submit it to a search engine, and obtain detailed information from Web sites. In this paper, we present Linkify, a tool that enhances text reading by automatically converting entity names into links and displaying a widget that contains links to several relevant Web sites. We also propose a novel method for evaluating the helpfulness of entities to users using supervised machine learning with a set of carefully designed features. Experimental results show that our method significantly outperforms existing state-of-the-art methods.
Original language | English |
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Journal | IEEE Intelligent Systems |
DOIs | |
Publication status | Accepted/In press - 2018 Jan 12 |
Keywords
- artificial intelligence
- Coherence
- computing methodologies
- Electronic publishing
- Encyclopedias
- hypertext/hypermedia
- information interfaces and representation (hci)
- information technology and systems
- intelligent web services and semantic web
- Internet
- natural language processing
- text analysis
- Web pages
- web text analysis
ASJC Scopus subject areas
- Computer Networks and Communications
- Artificial Intelligence