Visual reasoning is a core component of human intelligence and a critical capability
for advanced multimodal models. Yet current reasoning evaluations of multimodal
large language models (MLLMs) often rely on text descriptions and allow languagebased reasoning shortcuts, failing to measure genuine vision-centric reasoning.
To address this, we introduce VisuLogic: a benchmark of 1,000 human-verified
problems across six categories (e.g., quantitative shifts, spatial relations, attribute
comparisons). These various types of questions can be evaluated to assess the visual
reasoning capabilities of MLLMs from multiple perspectives. We evaluate leading
MLLMs on this benchmark and analyze their results to identify common failure
modes. Most models score below 30% accuracy—only slightly above the 25% random baseline and far below the 51.4% achieved by humans—revealing significant
gaps in visual reasoning. Furthermore, we provide a supplementary training dataset
and a reinforcement-learning baseline to support further progress. Code, data, and
baselines are available at https://visulogic-benchmark.github.io/VisuLogic.
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Introducing… Aubrey O’Day Diddy’s former protege, television personality, platinum selling music artist, Danity Kane alum Aubrey O’Day joins veteran journalists Amy Robach and TJ Holmes to provide a unique perspective on the trial that has captivated the attention of the nation. Join them throughout the trial as they discuss, debate, and dissect every detail, every aspect of the proceedings. Aubrey will offer her opinions and expertise, as only she is qualified to do given her first-hand knowledge. From her days on Making the Band, as she emerged as the breakout star, the truth of the situation would be the opposite of the glitz and glamour. Listen throughout every minute of the trial, for this exclusive coverage. Amy Robach and TJ Holmes present Aubrey O’Day, Covering the Diddy Trial, an iHeartRadio podcast.
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