arXiv subjects

Ismail Uluturk

Publications and source records attributed to Ismail Uluturk.

2 recordsLinked to original sources

arXiv2026

Social-Annotate: Self-Healing Browser Extension to Annotate and Collect Social Media Data

Human-annotated data remains foundational for machine learning and social media analysis. However, traditional data collection often relies on cumbersome pipelines that isolate content from its original source, compromising ecological validity. To address these challenges, we present Social-Annotate, a flexible browser extension that facilitates direct data collection on online platforms. By injecting customizable forms into webpages, the tool captures annotations while users interact with the native environment. Social-Annotate offers no-code design interface for the survey forms for non-technical users. Since injecting custom elements directly into host platforms creates a brittle dependency on evolving interfaces, we integrate a self-healing agent powered by large language models. This automated pipeline autonomously detects structural changes, regenerates valid target selectors, and validates them within a live browser environment. Our extensible platform readily supports 12 platforms including social media like $\mathbb{X}$, Instagram, TikTok and P2P messaging platforms WhatsApp and Telegram. Social-Annotate significantly reduces data collection overhead and developer maintenance, enabling researchers of all technical backgrounds to focus on data analysis rather than engineering. Moreover, Social-Annotate provides an ecosystem for conducting intervention studies by dynamic content manipulation.

cs.CY↗

arXiv2019

Deception Strategies and Threats for Online Discussions

Communication plays a major role in social systems. Effective communications, which requires transmission of the messages between individuals without disruptions or noise, can be a powerful tool to deliver intended impact. Language and style of the content can be leveraged to deceive and manipulate recipients. These deception and persuasion strategies can be applied to exert power and amass capital in politics and business. In this work, we provide a modest review of how such deception and persuasion strategies were applied to different communication channels over the years. We provide examples of campaigns that has occurred in different periods over the last 100 years, together with their corresponding dissemination mediums. In the Internet age, we enjoy access to the vast amount of information and the ability to communicate without borders. However, malicious actors work toward abusing online systems to disseminate disinformation, disrupt communication, and manipulate people by the means of automated tools, such as social bots. It is important to study the old practices of persuasion to be able to investigate modern practices and tools. Here we provide a discussion of current threats against society while drawing parallels with the historical practices and the recent research efforts on systems of detection and prevention.

cs.SI↗