Skip to main navigation Skip to search Skip to main content

Identifying and Translating Subjective Content Descriptions among Texts

Magnus Bender, Tanya Braun, Marcel Gehrke, Felix Kuhr*, Ralf Möller, Simon Schiff

*Corresponding author for this work

Abstract

An agent pursuing a task may work with a corpus of documents as a reference library. Subjective content descriptions (SCDs) provide additional data that add value in the context of the agent's task. In the pursuit of documents to add to the corpus, an agent may come across new documents where content text and SCDs from another agent are interleaved and no distinction can be made unless the agent knows the content from somewhere else. Therefore, this paper presents a hidden Markov model-based approach to identify SCDs in a new document where SCDs occur inline among content text. Additionally, we present a dictionary selection approach to identify suitable translations for content text and SCDs based on n-grams. We end with a case study evaluating both approaches based on simulated and real-world data.

Original languageEnglish
JournalInternational Journal of Semantic Computing
Volume15
Issue number4
Pages (from-to)461-485
Number of pages25
ISSN1793-351X
DOIs
Publication statusPublished - 01.12.2021

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being
  2. SDG 4 - Quality Education
    SDG 4 Quality Education
  3. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure
  4. SDG 11 - Sustainable Cities and Communities
    SDG 11 Sustainable Cities and Communities
  5. SDG 12 - Responsible Consumption and Production
    SDG 12 Responsible Consumption and Production
  6. SDG 14 - Life Below Water
    SDG 14 Life Below Water
  7. SDG 15 - Life on Land
    SDG 15 Life on Land

Research Areas and Centers

  • Centers: Center for Artificial Intelligence Luebeck (ZKIL)
  • Research Area: Intelligent Systems

Fingerprint

Dive into the research topics of 'Identifying and Translating Subjective Content Descriptions among Texts'. Together they form a unique fingerprint.

Cite this