Author

Elisabeth Kirsten

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#artificial intelligence Preprint Sep 2026

Characterizing Web Search by Conversational LLM Agents: From Search Decisions and Strategies to Results and Responses

Conversational LLM agents increasingly rely on Web search, yet the end-to-end lifecycle of agentic search remains poorly understood. We present the first study of Web search across four major conversational platforms (ChatGPT, Claude, Grok, and DeepSeek), combining real-world user interactions (invivo) with controlled...

Mahsa Amani, Seungeon Lee, A. Dash et al. · 0 citations

#natural language process... Preprint Sep 2026

On Epistemic Diversity in Large Language Models

Large language models (LLMs) are increasingly used not only to retrieve information, but to answer questions, explain, teach, and support inquiry. In such settings, evaluation cannot be exhausted by accuracy or alignment alone. A system may give a correct answer while still narrowing users'access %to knowledge. to alte...

Elisabeth Kirsten, N. Krämer, Muhammad Bilal Zafar · 0 citations