Starbucks vs Dunkin' (brand-blind light)
Yelp brandblind (light) . PsyProxy quantitative evaluation. Frequent themes in this dataset revolve around the quality of **service**, the **freshness** of food items, and the overall **customer experience** at various locations. Many reviewers express strong opinions on the **friendliness** and **efficiency** of staff, with some praising improvements while others highlight persistent issues such as incorrect orders and long wait times. The tone varies from enthusiastic endorsements of specific locations to frustrated complaints about poor service, often emphasizing the importance of **consistency** in food preparation and order accuracy. Additionally, there's a notable contrast between locations that foster a welcoming atmosphere and those perceived as chaotic or unprofessional, indicating a significant impact of **management** on customer satisfaction. [Summary on 50 random texts by ChatGPT 4o Mini].
Reported holdout systems from the verified card
Binary classification uses FVE as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.

