TourMart quantifies commission steering in LLM travel agents via paired counterfactual prompts, reporting 3.5-7.7 percentage point increases in steered recommendations for tested models.
Matz, Jacob D
3 Pith papers cite this work. Polarity classification is still indexing.
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Fine-tuned RoBERTa models infer users' personality traits from real ChatGPT chat histories with accuracy better than random in multiple categories, including a +44% relative improvement for extraversion on relationship and reflection topics.
Generative AI boosts attackers' ability to create harmful content at scale while also enabling defenders to detect threats, support users, and improve moderation processes.
citing papers explorer
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TourMart: A Parametric Audit Instrument for Commission Steering in LLM Travel Agents
TourMart quantifies commission steering in LLM travel agents via paired counterfactual prompts, reporting 3.5-7.7 percentage point increases in steered recommendations for tested models.
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Can LLMs Infer Conversational Agent Users' Personality Traits from Chat History?
Fine-tuned RoBERTa models infer users' personality traits from real ChatGPT chat histories with accuracy better than random in multiple categories, including a +44% relative improvement for extraversion on relationship and reflection topics.
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How Generative AI Empowers Attackers and Defenders Across the Trust & Safety Landscape
Generative AI boosts attackers' ability to create harmful content at scale while also enabling defenders to detect threats, support users, and improve moderation processes.