Helping Crisis Responders Find the Informative Needle in the Tweet Haystack

Kenny Meesters, Leon Derczynski, Kalina Bontcheva, Diana Maynard

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Abstract

Crisis responders are increasingly using social media, data and other digital sources of information to build a situational understanding of a crisis situation in order to design an effective response. However with the increased availability of such data, the challenge of identifying relevant information from it also increases. This paper presents a successful automatic approach to handling this problem. Messages are filtered for informativeness based on a definition of the concept drawn from prior research and crisis response experts. Informative messages are tagged for actionable data -- for example, people in need, threats to rescue efforts, changes in environment, and so on. In all, eight categories of actionability are identified. The two components -- informativeness and actionability classification -- are packaged together as an openly-available tool called Emina (Emergent Informativeness and Actionability).
Original languageEnglish
Place of PublicationIthaca
PublisherCornell University Library
Number of pages12
Publication statusPublished - 2018

Publication series

NamearXiv
Volume1801.09633

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    Meesters, K., Derczynski, L., Bontcheva, K., & Maynard, D. (2018). Helping Crisis Responders Find the Informative Needle in the Tweet Haystack. (arXiv; Vol. 1801.09633). Cornell University Library.