On Measuring Bias in Online Information
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Abstract (arXiv)
Bias in online information has recently become a pressing issue, with search engines, social networks and recommendation services being accused of exhibiting some form of bias. In this vision paper, we make the case for a systematic approach towards measuring bias. To this end, we discuss formal measures for quantifying the various types of bias, we outline the system components necessary for realizing them, and we highlight the related research challenges and open problems.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Apr 2017.
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Citing papers per year: 2021: 2; 2022: 0; 2023: 1; 2024: 1; 2025: 3; 2026: 1.
8 papers.
- 2021Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court Settingcited by 24
- 2023Multi-Defendant Legal Judgment Prediction via Hierarchical Reasoningcited by 19
- 2024KnowTuning: Knowledge-aware Fine-tuning for Large Language Modelscited by 11
- 2025Generative Ghost: Investigating Ranking Bias Hidden in AI-Generated Videoscited by 2
- 2021Newsalyze: Effective Communication of Person-Targeting Biases in News Articlescited by 1
- 2025Bias Mitigation Agent: Optimizing Source Selection for Fair and Balanced Knowledge Retrievalcited by 1
- 2026SearchJev: A Fast and Calibrated System-1 Model for Search Agentscited by 1
- 2025A Tutorial On Intersectionality in Fair Rankingscited by 0
- 2026SearchJev: A Fast and Calibrated System-1 Model for Search Agents4 Oct 2026
- 2025Bias Mitigation Agent: Optimizing Source Selection for Fair and Balanced Knowledge Retrieval26 Aug 2025
- 2025Generative Ghost: Investigating Ranking Bias Hidden in AI-Generated Videos11 Feb 2025
- 2025A Tutorial On Intersectionality in Fair Rankings7 Feb 2025
- 2024KnowTuning: Knowledge-aware Fine-tuning for Large Language Models17 Feb 2024
- 2023Multi-Defendant Legal Judgment Prediction via Hierarchical Reasoning10 Dec 2023
- 2021Newsalyze: Effective Communication of Person-Targeting Biases in News Articles18 Oct 2021
- 2021Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court Setting12 Jul 2021