The photograph captures a presentation slide displayed on a projector screen in a conference room or lecture hall. The slide is titled "Stereotypical biases in generative systems: worse than reality." It includes a comparative bar chart illustrating discrepancies between real-world representation and generative system predictions for various professions. The chart highlights significant biases, such as the underrepresentation of female judges in generative models compared to reality (34% in the US vs. 3% in generative models). Text at the bottom of the slide states this finding, emphasizing the stark difference. The room has a neutral color scheme with beige walls, brown carpeting, and an audience member seated in the foreground. Microphones and cables are visible on the floor, indicating an interactive or Q&A session may follow. Text transcribed from the image: Stereotypical biases in generative systems: worse than reality. GENERATED FEWER WONEN US Women make up 39% of doctors, but only 7% of the image results- a difference of 32 ppts. TEACHER ARCHITECT ENGINEER POLITICIAN LAWYER CEO FAST-FOOD WORKER JUDGE DOCTOR JANITOR -50 -25 GENERATED MORE WOMEN → DISHWASHER CASHIER HOUSEKEEPER SOCIAL WORKER +25% ppts. Worse than reality: 34% of US judges are women v/s 3% of the generations with "judge" https://www.bloomberg.com/graphics/202 Copy