Enabling News Consumers to View and Understand Biased News Coverage: A Study on the Perception and Visualization of Media Bias
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Abstract (arXiv)
Traditional media outlets are known to report political news in a biased way, potentially affecting the political beliefs of the audience and even altering their voting behaviors. Many researchers focus on automatically detecting and identifying media bias in the news, but only very few studies exist that systematically analyze how theses biases can be best visualized and communicated. We create three manually annotated datasets and test varying visualization strategies. The results show no strong effects of becoming aware of the bias of the treatment groups compared to the control group, although a visualization of hand-annotated bias communicated bias instances more effectively than a framing visualization. Showing participants an overview page, which opposes different viewpoints on the same topic, does not yield differences in respondents' bias perception. Using a multilevel model, we find that perceived journalist bias is significantly related to perceived political extremeness and impartiality of the article.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 May 2021.
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Citing papers per year: 2021: 5; 2022: 5; 2023: 2; 2024: 1; 2025: 1.
14 papers.
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- 2022Neural Media Bias Detection Using Distant Supervision With BABE -- Bias Annotations By Expertscited by 54
- 2022A Domain-adaptive Pre-training Approach for Language Bias Detection in Newscited by 16
- 2021Do You Think It's Biased? How To Ask For The Perception Of Media Biascited by 12
- 2022Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articlescited by 11
- 2022Discord Questions: A Computational Approach To Diversity Analysis in News Coveragecited by 11
- 2023The Media Bias Taxonomy: A Systematic Literature Review on the Forms and Automated Detection of Media Biascited by 11
- 2021Identification of Biased Terms in News Articles by Comparison of Outlet-specific Word Embeddingscited by 9
- 2021An Interdisciplinary Approach for the Automated Detection and Visualization of Media Bias in News Articlescited by 6
- 2024Large Language Models' Detection of Political Orientation in Newspaperscited by 5
- 2025To Bias or Not to Bias: Detecting bias in News with bias-detectorcited by 5
- 2023Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questionscited by 3
- 2021Newsalyze: Effective Communication of Person-Targeting Biases in News Articlescited by 1
- 2025To Bias or Not to Bias: Detecting bias in News with bias-detector19 May 2025
- 2024Large Language Models' Detection of Political Orientation in Newspapers23 May 2024
- 2023The Media Bias Taxonomy: A Systematic Literature Review on the Forms and Automated Detection of Media Bias26 Dec 2023
- 2023Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questions17 Feb 2023
- 2022Discord Questions: A Computational Approach To Diversity Analysis in News Coverage9 Nov 2022
- 2022Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articles7 Nov 2022
- 2022Neural Media Bias Detection Using Distant Supervision With BABE -- Bias Annotations By Experts29 Sep 2022
- 2022A Domain-adaptive Pre-training Approach for Language Bias Detection in News22 May 2022
- 2022Zero-shot Entity and Tweet Characterization with Designed Conditional Prompts and Contexts18 Apr 2022
- 2021An Interdisciplinary Approach for the Automated Detection and Visualization of Media Bias in News Articles26 Dec 2021
- 2021Do You Think It's Biased? How To Ask For The Perception Of Media Bias14 Dec 2021
- 2021Identification of Biased Terms in News Articles by Comparison of Outlet-specific Word Embeddings14 Dec 2021
- 2022Neural Media Bias Detection Using Distant Supervision With BABE -- Bias Annotations By Expertscited by 54
- 2022A Domain-adaptive Pre-training Approach for Language Bias Detection in Newscited by 16
- 2021Do You Think It's Biased? How To Ask For The Perception Of Media Biascited by 12
- 2022Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articlescited by 11
- 2022Discord Questions: A Computational Approach To Diversity Analysis in News Coveragecited by 11
- 2023The Media Bias Taxonomy: A Systematic Literature Review on the Forms and Automated Detection of Media Biascited by 11
- 2021Identification of Biased Terms in News Articles by Comparison of Outlet-specific Word Embeddingscited by 9
- 2021An Interdisciplinary Approach for the Automated Detection and Visualization of Media Bias in News Articlescited by 6
- 2024Large Language Models' Detection of Political Orientation in Newspaperscited by 5
- 2025To Bias or Not to Bias: Detecting bias in News with bias-detectorcited by 5
- 2023Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questionscited by 3
- 2021Newsalyze: Effective Communication of Person-Targeting Biases in News Articlescited by 1
12 most cited of 14 All 14 (JSON)
- 2025To Bias or Not to Bias: Detecting bias in News with bias-detector19 May 2025
- 2024Large Language Models' Detection of Political Orientation in Newspapers23 May 2024
- 2023The Media Bias Taxonomy: A Systematic Literature Review on the Forms and Automated Detection of Media Bias26 Dec 2023
- 2023Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questions17 Feb 2023
- 2022Discord Questions: A Computational Approach To Diversity Analysis in News Coverage9 Nov 2022
- 2022Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articles7 Nov 2022
- 2022Neural Media Bias Detection Using Distant Supervision With BABE -- Bias Annotations By Experts29 Sep 2022
- 2022A Domain-adaptive Pre-training Approach for Language Bias Detection in News22 May 2022
- 2022Zero-shot Entity and Tweet Characterization with Designed Conditional Prompts and Contexts18 Apr 2022
- 2021An Interdisciplinary Approach for the Automated Detection and Visualization of Media Bias in News Articles26 Dec 2021
- 2021Do You Think It's Biased? How To Ask For The Perception Of Media Bias14 Dec 2021
- 2021Identification of Biased Terms in News Articles by Comparison of Outlet-specific Word Embeddings14 Dec 2021
12 newest of 14 All 14 (JSON)