人工知能は理性を学んでいます
1Melanie Mitchell is a professor at the Santa Fe Institute, Santa Fe, NM, USA.
まとめ
大型言語モデル (LLM) は,人間とは異なり,推論的な思考を必要とする推論のタスクに苦労します. 単純な家族のパズルを解くことは 人工知能の推論能力の限界を 強調しています
科学分野:
- 認知科学
- 人工知能
背景:
- 人間 の 知性 は 複雑 な 推論 能力 で 特徴づけ られ て い ます.
- 大型言語モデル (LLM) は高度なパターン認識とテキスト生成を証明しています.
研究 の 目的:
- LLMの推論能力を評価する.
- 論理的控除を必要とするタスクの現在のLLMパフォーマンスの制限を特定する.
主な方法:
- 家族関係に関する単純な論理パズルのLLMを提示しました.
- 人間の推論と比較してLLMによって生成された解の精度を評価した.
主要な成果:
- GPT-4のような高度なモデルを含むLLMは,基本的な推論問題を解くのに困難を示した.
- これらのパズルの性能は 人間レベルの論理的推論と一貫して一致しませんでした
結論:
- 現在のLLMは 人間の直感的に理解できる 基本的な推論に苦労しています
- 人工知能の推論能力と問題解決能力を高めるためにさらなる研究が必要である.
関連する概念動画
Reasoning
49
Reasoning is the action of thinking about something in a logical, sensible way. It is integral to problem-solving, decision-making, and critical thinking. Reasoning can be inductive or deductive. Reasoning involves transforming information into conclusions, which is essential for problem-solving, decision-making, and critical thinking.
Inductive reasoning involves deriving generalizations from specific observations. This type of reasoning helps form beliefs about the world. For example,...
Inductive reasoning involves deriving generalizations from specific observations. This type of reasoning helps form beliefs about the world. For example,...
49
Reason and Intuition
6.3K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.3K
Introduction to Cognitive Psychology
270
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
270
Inductive Reasoning
59.8K
Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
59.8K
Deductive Reasoning
54.8K
Deductive reasoning, or deduction, is the type of logic used in hypothesis-based science. In deductive reasoning, the pattern of thinking moves in the opposite direction as compared to inductive reasoning, which means that it uses a general principle or law to predict specific results. From those general principles, a scientist can deduce and predict the specific results that would be valid as long as the general principles are valid.
For example, a researcher can deduce specific predictions...
For example, a researcher can deduce specific predictions...
54.8K
Non-equilibrium in the Cell
4.1K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.1K


