Physical Commonsense Reasoning
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Benchmarks
Most implemented
PIQA: Reasoning about Physical Commonsense in Natural Language
Physical Reasoning and Object Planning for Household Embodied Agents
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning
Learning the Effects of Physical Actions in a Multi-modal Environment
PACS: A Dataset for Physical Audiovisual CommonSense Reasoning
Do Neural Language Representations Learn Physical Commonsense?
Papers
PhysMRV: Physical Memory Retrieval and Verification for Physics Plausibility Reasoning
Video-language models (VLMs) have achieved remarkable performance on video understanding and visual question answering, yet they remain unreliable in reasoning about physical plausibility, where understanding object inte…
Physical Commonsense ReasoningVisual Question AnsweringPhysical Commonsense Reasoning for Lower-Resourced Languages and Dialects: a Study on Basque
Physical commonsense reasoning represents a fundamental capability of human intelligence, enabling individuals to understand their environment, predict future events, and navigate physical spaces. Recent years have witne…
Physical Commonsense ReasoningCulturally Grounded Physical Commonsense Reasoning in Italian and English: A Submission to the MRL 2025 Shared Task
This paper presents our submission to the MRL 2025 Shared Task on Multilingual Physical Reasoning Datasets. The objective of the shared task is to create manually-annotated evaluation data in the physical commonsense rea…
Physical Commonsense ReasoningEveryday Physics in Korean Contexts: A Culturally Grounded Physical Reasoning Benchmark
Existing physical commonsense reasoning benchmarks predominantly focus on Western contexts, overlooking cultural variations in physical problem-solving. To address this gap, we introduce EPiK (Everyday Physics in Korean …
Physical Commonsense ReasoningKo-PIQA: A Korean Physical Commonsense Reasoning Dataset with Cultural Context
Physical commonsense reasoning datasets like PIQA are predominantly English-centric and lack cultural diversity. We introduce Ko-PIQA, a Korean physical commonsense reasoning dataset that incorporates cultural context. S…
Physical Commonsense ReasoningMorpheus: Benchmarking Physical Reasoning of Video Generative Models with Real Physical Experiments
Recent advances in image and video generation raise hopes that these models possess world modeling capabilities, the ability to generate realistic, physically plausible videos. This could revolutionize applications in ro…
Physical Commonsense ReasoningVideo Generation