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Principia is a benchmark that evaluates video models on Newtonian physics using relational consistency between paired objects, revealing significant gaps in current models' physical reasoning.
OmniPhys is a large-scale multimodal benchmark for physics understanding and generation, covering middle school to university-level problems from Chinese educational corpora, aimed at evaluating and advancing multimodal large language models in scientific domains.
Introduces HExA, a training-free framework enabling LLMs to learn through active experimentation and skill reuse, achieving up to 77% success on the new Interphyre physics benchmark, a large improvement over existing agents.