Papers with persuasive communication

2 papers
Communication Makes Perfect: Persuasion Dataset Construction via Multi-LLM Communication (2025.naacl-long)

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Challenge: Large Language Models (LLMs) have shown proficiency in generating persuasive dialogue, yet concerns about the fluency and sophistication of their outputs persist.
Approach: They propose a multi-LLM communication framework that facilitates the efficient production of high-quality, diverse linguistic content with minimal human oversight.
Outcome: The proposed framework excels in naturalness, linguistic diversity, and the strategic use of persuasion, even in complex scenarios involving social taboos.
The Stackelberg Speaker: Optimizing Persuasive Communication in Social Deduction Games (2026.acl-long)

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Challenge: Existing approaches focus on information processing and strategy selection, overlooking the significance of persuasive communication in social deduction games.
Approach: They propose a reinforcement learning framework that trains agents to optimize influential utterances for persuasive impact by formalizing turn-based dialogue as a Stackelberg competition .
Outcome: The proposed framework outperforms baselines across four social deduction benchmarks and shows that it is effective in persuasive communication.

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