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Commonsense reasoning information


In artificial intelligence (AI), commonsense reasoning is a human-like ability to make presumptions about the type and essence of ordinary situations humans encounter every day. These assumptions include judgments about the nature of physical objects, taxonomic properties, and peoples' intentions. A device that exhibits commonsense reasoning might be capable of drawing conclusions that are similar to humans' folk psychology (humans' innate ability to reason about people's behavior and intentions) and naive physics (humans' natural understanding of the physical world).[1]

  1. ^ Ernest Davis; Gary Marcus (2015). "Commonsense Reasoning and Commonsense Knowledge in Artificial Intelligence". Communications of the ACM. Vol. 58, no. 9. pp. 92–103. doi:10.1145/2701413.

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Commonsense reasoning

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In artificial intelligence (AI), commonsense reasoning is a human-like ability to make presumptions about the type and essence of ordinary situations...

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Prompt engineering

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difficulties with some reasoning tasks that require logical thinking and multiple steps to solve, such as arithmetic or commonsense reasoning questions. For example...

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Symbolic artificial intelligence

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semantic web, and the strengths and limitations of formal knowledge and reasoning systems. Symbolic AI was the dominant paradigm of AI research from the...

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Automated reasoning

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• Case-based reasoning Abductive reasoning Inference engine Commonsense reasoning International Joint Conference on Automated Reasoning (IJCAR) Conference...

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Psychology of reasoning

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Oaksford, M., & Chater, N. (2002). Commonsense reasoning, logic, and human rationality. In R. Elio (Ed.), Common Sense, Reasoning, and Rationality (pp. 174–214)...

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Winograd schema challenge

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for Winograd schemas, the task requires the use of knowledge and commonsense reasoning. The challenge is considered defeated in 2019 since a number of...

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History of artificial intelligence

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skills are essential to higher level skills like commonsense reasoning and that abstract reasoning was actually the least interesting or important human...

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Reasoning system

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In information technology a reasoning system is a software system that generates conclusions from available knowledge using logical techniques such as...

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PaLM

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PaLM is capable of a wide range of tasks, including commonsense reasoning, arithmetic reasoning, joke explanation, code generation, and translation....

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Analogy

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Argumentum a contrario Argumentum a fortiori Case-based reasoning Casuistry Commonsense reasoning Conceptual blending Duck test False analogy Hypocatastasis...

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Folk psychology

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In philosophy of mind and cognitive science, folk psychology, or commonsense psychology, is a human capacity to explain and predict the behavior and mental...

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Artificial intelligence

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places abduction under "default reasoning". Luger et al. places this under "uncertain reasoning"). Breadth of commonsense knowledge: Lenat & Guha (1989...

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Moral reasoning

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Powell, Derek (2016). "Deontological coherence: A framework for commonsense moral reasoning". Psychological Bulletin. 142 (11): 1179–1203. doi:10.1037/bul0000075...

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Forward chaining

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Forward chaining (or forward reasoning) is one of the two main methods of reasoning when using an inference engine and can be described logically as repeated...

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Large language model

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evaluate a variety of capabilities, including general knowledge, commonsense reasoning, and mathematical problem-solving. One broad category of evaluation...

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Image schema

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language use. This is extended to also include non-linguistic reasoning such as commonsense reasoning (e.g. see Davis' Egg cracking problem and the approach...

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I know it when I see it

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the solutions of similar past problems Casuistry – Reasoning by extrapolation Commonsense reasoning – Branch of artificial intelligence aiming to create...

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Common sense

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foundationalism Common knowledge – Statement widely known to be true Commonsense reasoning – Branch of artificial intelligence aiming to create AI systems...

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Backward chaining

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Backward chaining (or backward reasoning) is an inference method described colloquially as working backward from the goal. It is used in automated theorem...

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Dual process theory

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Sun, R. (1994). "Integrating Rules and Connectionism for Robust Commonsense Reasoning." John Wiley and Sons, New York. Kahneman, D (2003). "A perspective...

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AI effect

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theory of AI completeness. Commonsense 2007, 8th International Symposium on Logical Formalizations of Commonsense Reasoning. McCorduck 2004, p. 433 Stottler...

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Expert system

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human expert. Expert systems are designed to solve complex problems by reasoning through bodies of knowledge, represented mainly as if–then rules rather...

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