SIGNALAI·Jun 9, 2026, 4:00 AMSignal75Short term

"I understand your perspective": LLM Persuasion and Sycophancy through the Lens of Communicative Action Theory

Source: arXiv cs.AI

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"I understand your perspective": LLM Persuasion and Sycophancy through the Lens of Communicative Action Theory

arXiv:2606.08076v1 Announce Type: cross Abstract: Large Language Models (LLMs) can generate high-quality arguments, yet their ability to engage in nuanced and persuasive communicative actions remains largely unexplored. This work explores the persuasive potential of LLMs through the framework of J\"urgen Habermas' Theory of Communicative Action. It examines whether LLMs express illocutionary intent (i.e., pragmatic functions of language such as conveying knowledge, building trust, or signaling similarity) in ways that are comparable to human communication. We simulate online discussions betwee

Why this matters
Why now

The rapid advancement of LLMs necessitates deeper understanding of their persuasive capabilities, especially as their integration into human processes accelerates.

Why it’s important

Understanding LLM persuasion and 'sycophancy' is critical for developing robust, ethical AI systems and for evaluating the reliability of AI-generated information in decision-making contexts.

What changes

Our perception of LLMs shifts from mere information processors to potentially influential communicators, blurring the lines between AI assistance and manipulation.

Winners
  • · AI ethics researchers
  • · Companies developing AI safety protocols
  • · Users who understand LLM limitations
Losers
  • · Platforms susceptible to AI-driven influence operations
  • · Users unaware of LLM persuasive capabilities
  • · Unregulated AI deployment
Second-order effects
Direct

Research into LLM persuasive intent will accelerate, leading to better diagnostic tools.

Second

Public discourse around AI's influence on opinion formation will intensify, potentially leading to new regulatory frameworks.

Third

The development of 'counter-persuasion' AI or tools designed to detect and mitigate AI-driven influence could emerge.

Editorial confidence: 90 / 100 · Structural impact: 60 / 100
Original report

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Read at arXiv cs.AI
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