Physical Commonsense Reasoning

6 papers with code • 1 benchmarks • 1 datasets

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Most implemented papers

PIQA: Reasoning about Physical Commonsense in Natural Language

vered1986/self_talk 26 Nov 2019

Questions requiring this kind of physical commonsense pose a challenge to today's natural language understanding systems.

Do Neural Language Representations Learn Physical Commonsense?

mbforbes/physical-commonsense 8 Aug 2019

Humans understand language based on the rich background knowledge about how the physical world works, which in turn allows us to reason about the physical world through language.

PACS: A Dataset for Physical Audiovisual CommonSense Reasoning

samuelyu2002/pacs 21 Mar 2022

Our paper takes a step towards real-world physical commonsense reasoning by contributing PACS: the first audiovisual benchmark annotated for physical commonsense attributes.

Learning the Effects of Physical Actions in a Multi-modal Environment

gautierdag/piglet-vis 27 Jan 2023

However, predicting the effects of an action before it is executed is crucial in planning, where coherent sequences of actions are often needed to achieve a goal.

From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning

sled-group/heuristic-analytic-reasoning 24 Oct 2023

We incorporate these interlinked dual processes in fine-tuning and in-context learning with PLMs, applying them to two language understanding tasks that require coherent physical commonsense reasoning.

Physical Reasoning and Object Planning for Household Embodied Agents

com-phy-affordance/coat 22 Nov 2023

In this study, we explore the sophisticated domain of task planning for robust household embodied agents, with a particular emphasis on the intricate task of selecting substitute objects.