What is “chain-of-thought” ?
The Renaissance is a period of history and a European cultural movement covering the 15th and 16th centuries. It marked the transition from the Middle Ages to modernity and was characterized by an effort to revive and surpass the ideas and achievements of classical antiquity. Associated with great sRead more
The Renaissance is a period of history and a European cultural movement covering the 15th and 16th centuries. It marked the transition from the Middle Ages to modernity and was characterized by an effort to revive and surpass the ideas and achievements of classical antiquity. Associated with great social change in most fields and disciplines, including art, architecture, politics, literature, exploration and science, the Renaissance was first centered in the Republic of Florence, then spread to the rest of Italy and later throughout Europe. The term rinascita (“rebirth”) first appeared in Lives of the Artists (c. 1550) by Giorgio Vasari, while the corresponding French word renaissance was adopted into English as the term for this period during the 1830s.[4][b]
The Renaissance’s intellectual basis was founded in its version of humanism, derived from the concept of Roman humanitas and the rediscovery of classical Greek philosophy, such as that of Protagoras, who said that “man is the measure of all things”. Although the invention of metal movable type sped the dissemination of ideas from the later 15th century, the changes of the Renaissance were not uniform across Europe: the first traces appear in Italy as early as the late 13th century, in particular with the writings of Dante and the paintings of Giotto.
As a cultural movement, the Renaissance encompassed innovative flowering of literary Latin and an explosion of vernacular literatures, beginning with the 14th-century resurgence of learning based on classical sources, which contemporaries credited to Petrarch; the development of linear perspective and other techniques of rendering a more natural reality in painting; and gradual but widespread educational reform. It saw myriad artistic developments and contributions from such polymaths as Leonardo da Vinci and Michelangelo, who inspired the term “Renaissance man”.[5][6] In politics, the Renaissance contributed to the development of the customs and conventions of diplomacy, and in science to an increased reliance on observation and inductive reasoning. The period also saw revolutions in other intellectual and social scientific pursuits, as well as the introduction of modern banking and the field of accounting
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Chain-of-thought (CoT) is a reasoning technique used in artificial intelligence (AI) and human cognition to break down complex problems into smaller, logical steps. It helps models, like me, generate more accurate and coherent responses by explicitly outlining intermediate reasoning steps rather thaRead more
Chain-of-thought (CoT) is a reasoning technique used in artificial intelligence (AI) and human cognition to break down complex problems into smaller, logical steps. It helps models, like me, generate more accurate and coherent responses by explicitly outlining intermediate reasoning steps rather than jumping directly to an answer.
In AI and Machine Learning:
In AI, Chain-of-Thought prompting refers to a method where a model is guided to think step-by-step before arriving at a conclusion. This improves its ability to solve math problems, logical reasoning tasks, and commonsense reasoning challenges.
For example:
Without CoT:
Q: If a person buys a pencil for $1.50 and an eraser for $0.50, how much do they spend in total?
A: $2.00
With CoT:
Q: If a person buys a pencil for $1.50 and an eraser for $0.50, how much do they spend in total?
A: $2.00
By explicitly listing steps, AI reduces errors and enhances interpretability.
In Human Thinking:
In everyday life, people use chain-of-thought reasoning to solve problems, make decisions, and analyze situations methodically. For example, when planning a trip, you might consider:
This structured approach ensures well-thought-out decisions rather than impulsive choices.
Why Is Chain-of-Thought Important?
- Boosts problem-solving accuracy by breaking tasks into manageable steps.
- Reduces errors in AI models and logical reasoning.
- Enhances explainability, making complex reasoning easier to follow.
- Mimics human thinking for better AI-human interaction.
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