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 DOI: 10.17587/it.28.43-47 I. N. Pozharkova, PhD, Associate Professor, FSBEI HE Siberian Fire and Rescue Academy EMERCOM of Russia, Zheleznogorsk, 662972, Krasnoyarsk region, Russian Federation Context-Dependent Annotation Method in Emergency Monitoring Information Systems The  article presents the method of context-dependent annotations used in solving  problems of emergency monitoring on the basis of information systems. The  method is based on a spectral language model that allows solving various  information search problems taking into account the specific features of the  applied area. The functional model of emergency monitoring task in IDEF0  notation is presented. The task of context-dependent annotating operational  summaries as a basis for generating preliminary reports is formulated. The main  problems that arise in solving this problem on a large volume of initial data  and can be critical in conditions of fast-developing emergencies are  identified. The problem of context-dependent annotations in the conditions of  existing restrictions was set, the main language units used in solving it are  described. A flowchart of solving the problem of context-dependent annotating taking  into account the specifics of the subject area is presented, and the  implementation of each stage of this algorithm is described in detail.  Described is a method of determining relevance of a text fragment to a target  query based on a spectral language model. Basic assessments of annotation  quality are described. A comparative analysis of the quality and speed of  constructing annotations manually and on the basis of the presented method  using assessory estimates was carried out. The effectiveness of the  context-dependent annotation method in processing a large number of documents  in conditions of fast-developing emergency situations requiring emergency  decision-making is shown. P. 43–47 | |||||||||