CLEVRER

A new analysis of vision-language models (VLMs) shows they fail basic physics reasoning, with the average model scoring around 40% on the PhysBench benchmark (ICLR 2025) and the best model, GPT-4o, sc…

Researchers have developed a neural rule evaluator that detects anomalies by identifying violations of logical constraints, even when such violations are absent from training data. The system compiles…