Evidence record 12316 · automatically gathered

Apple-π: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

Modern video generation models are increasingly hailed as emerging world models with an internalized grasp of physical law. Yet existing benchmarks largely evaluate physical plausibility only at the output level, without verifying whether the model arrives there through a faithful, law-grounded reasoning process. We introduce Apple-PI, the first benchmark that anchors video-model evaluation explicitly in physical laws. Apple-PI comprises three components. 1) Orchard: a dataset of 400 videos cove

Record details

Published: 16 July 2026
Source: HuggingFace Daily Papers
Category: Research
Topics: Regulation
Retrieved: 22 July 2026

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ethics.ai (16 July 2026), “Apple-π: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence,” evidence record 12316, https://ethics.ai/record/12316 (originally published by HuggingFace Daily Papers).

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