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.
arXiv preprint arXiv:2506.12421 , year=
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Trip+ benchmark evaluates language model agents on generating and revising personalized minute-level travel itineraries under dynamic interactions, finding consistent gaps where models produce feasible but exhausting plans that ignore traveler profiles.
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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Trip+: Benchmarking Agents in Personalized Interactive Travel Planning
Trip+ benchmark evaluates language model agents on generating and revising personalized minute-level travel itineraries under dynamic interactions, finding consistent gaps where models produce feasible but exhausting plans that ignore traveler profiles.