11 papers · ranked by Valyu relevance
Authors not listed
Step-by-step thinking is essential in all domains of chemical sciences and engineering. While machine learning tools are broadly used, algorithms that automate reasoning are far less common. We elaborate on seven categories of human reasoning activities and connect each to applications in chemical science and…
Hope Kean, Alexander Fung, Paris Jaggers, Jason Chen + 6 more
Humans are endowed with a powerful capacity for both inductive and deductive logical thought: we easily form generalizations based on a few examples and draw conclusions from known premises. Humans also arguably have the most sophisticated communication system in the animal kingdom: natural language allows us to…
Hope Kean, Alexander Fung, Paris Jaggers, Jason Chen + 6 more
Humans are endowed with a powerful capacity for both inductive and deductive logical thought: we easily form generalizations based on a few examples and draw conclusions from known premises. Humans also arguably have the most sophisticated communication system in the animal kingdom: natural language allows us to…
Isaac R. Christian, Samuel A. Nastase
Humans spend time contemplating the minds of others. But this ability is not limited to external agents – we also turn the lens for reading minds inward, reflecting on our own thoughts, emotions, and sense of self. Some processes involved in reasoning about minds may rely on shared mechanisms, while others may be…
Maryam Ziaei, Mohammad Reza Bonyadi, David Reutens
Prior knowledge and beliefs influence our reasoning in daily life and may lead us to draw unwarranted conclusions with undesirable consequences. The underlying neural correlates of the interaction between belief and logic, prior to making logical decisions, are largely unknown. In this study, we aimed to identify brain…
Authors not listed
Nuclear Magnetic Resonance (NMR) structure determination is an important problem in education, industry, and research. Solving NMR spectra requires expert knowledge, critical thinking, and careful evaluation of multiple features of spectral data. This study explores the capabilities of large language models (LLMs) for…
Dániel Rivas-Blanco, Marco Vasconcelos, Friederike Range, Alex Kacelnik + 1 more
We critically examine theoretical and experimental evidence that animals’ reason by exclusion, focusing on a widespread protocol known as the 2-Cups Task. We test the hypothesis that subjects solve inference by exclusion tasks by responding independently to two options, without implementing complex reasoning, as…
Authors not listed
In philosophy and science, a first principle is a basic proposition or assumption that cannot be deduced from any other proposition or assumption. Ancient Greek philosophy Aristotle defined the first principle as “the first basis from which a thing is known.” First principles thinking (or reasoning from first…
Dániel Rivas-Blanco, Marco Vasconcelos, Friederike Range, Alex Kacelnik + 1 more
Is human language necessary for logical reasoning? Multiple studies address this by showing animals a bait hidden in either of two inverted cups, briefly lifting one exposing its content and then letting subjects choose. Consistent preference for the baited container is interpreted as evidence of inferential reasoning…
Tianfan Jin, Brett M Savoie
Contemporary machine learning algorithms have largely succeeded in automating the development of mathematical models from data. Although this is a striking accomplishment, it leaves unaddressed the multitude of scenarios, especially across the chemical sciences and engineering, where deductive, rather than inductive…
Charles T. Cox Jr., Mitch Rivers, Thomas Locascio, Benjamin Yacht + 3 more
This communication extends on findings previously reported in which students were asked to construct Reaction Coordinate Diagrams (RCDs) de novo. Instead of asking students to construct RCDs, this study explores students’ understanding of kinetics and thermodynamics when provided with mechanisms for the Aldol and…