走向大型推理模型:用大型语言模型对强化推理的调查
Fengli Xu1, Qianyue Hao1, Chenyang Shao1
1Tsinghua University, Beijing, China.
Patterns (New York, N.Y.)
|October 27, 2025
概括
大型语言模型 (LLM) 正在通过"思维"过程和强化学习 (RL) 来加强复杂的推理. 培训和测试时间策略的进步为更有能力的大型推理模型铺平了道路.
科学领域:
- 人工智能的人工智能
- 自然语言处理自然语言处理.
背景情况:
- 语言是人类推理的基础.
- 大型语言模型 (LLM) 对复杂的推理任务有希望.
- 在LLM中",思想"的概念是指中间的推理步骤.
研究的目的:
- 调查大型语言模型 (LLM) 推理的最新进展.
- 探索提高LLM推理能力的方法.
- 确定关键组件和开源项目,用于开发大型推理模型.
主要方法:
- 审查法学士的基本概念.
- 对LLM培训的强化学习 (RL) 应用进行分析.
- 检查涉及中间推理令牌的测试时间策略.
- 突出了一些受欢迎的开源项目.
主要成果:
- 强化学习 (RL) 通过推理轨迹的试错探索来培养LLM.
- 在测试时间延长LLM"思想"链条显著提高推理准确度.
- 结合培训和测试时间的改进是大型推理模型的关键.
结论:
- 在LLM推理方面取得了重大进展.
- 需要进一步的研究来应对正在进行的挑战.
- 该领域正朝着开发更强大的大型推理模型的方向发展.
相关概念视频
Reasoning
392
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,...
392
Deductive Reasoning
63.9K
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...
63.9K
Inductive Reasoning
64.7K
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...
64.7K
Language and Cognition
704
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
704
Language Development
831
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
831
Reason and Intuition
7.4K
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...
7.4K

