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何时在AI聊天机器人中使用深层思考模式

2025/04/22 08:25

最近,深入思考或推理已成为AI Chatbot世界中的热门话题,现在大多数机器人都提供了在响应之前“思考”的能力。

何时在AI聊天机器人中使用深层思考模式

In the ever-evolving realm of artificial intelligence, deep thinking or reasoning has become a hot topic lately, with most bots now offering the ability to “think” before responding. However, this begs the question: When should you actually use this feature? To put it simply, the AI can certainly engage in deep contemplation before rendering any answer, but that doesn't necessarily mean it should.

在不断发展的人工智能领域中,深刻的思考或推理已成为一个热门话题,现在大多数机器人都提供了在响应之前“思考”的能力。但是,这就提出了一个问题:您何时应该使用此功能?简而言之,AI在提供任何答案之前当然可以进行深入的沉思,但这并不一定意味着它应该。

To help you decide when to engage the deep think mode and when the regular mode will suffice, let's break down the instances where using this setting is beneficial and when it's best left untouched.

为了帮助您决定何时参与深度思考模式,何时常规模式就足够了,让我们分解使用此设置的实例是有益的,何时最好将其保持不变。

What is AI Reasoning Mode?

什么是AI推理模式?

In essence, AI reasoning mode allows AI chatbots to tackle a prompt through a structured, step-by-step process rather than directly providing the most statistically likely answer. Instead, the model simulates a human's thought process, breaking the question into a series of intermediate reasoning steps that help guide the final response and dramatically reduce the risk of errors or AI hallucinations.

本质上,AI推理模式允许AI聊天机器人通过结构化的逐步过程来解决提示,而不是直接提供最统计的可能答案。取而代之的是,该模型模拟了人类的思维过程,将问题分为一系列中间推理步骤,这些步骤有助于指导最终响应并大大减少错误或AI幻觉的风险。

At its core, reasoning mode uses chain-of-thought prompting, instructing the AI to “think aloud” by spelling out every intermediate calculation, fact-check, or logical inference. This walkthrough process ensures each piece of information is validated before the chatbot delivers its conclusion.

推理模式以此为核心,使用了经过思考的提示,指示AI通过拼写每个中间计算,事实检查或逻辑推断来“大声思考”。此演练过程可确保在聊天机器人得出结论之前对每条信息进行验证。

To give you an example, I asked Deepseek, with DeepThink enabled, a simple subtraction question “If John has 5 apples and gives 2 to Mary, how many does he have left?“. In the screenshot below, you can see the detailed thinking process it used to ensure the answer is correct to such a simple question.

举一个例子,我问了DeepSeek,并启用了DeepSeek,这是一个简单的减法问题:“如果John有5个苹果并给Mary 2给了2个,他还剩下了多少?”。在下面的屏幕截图中,您可以看到用于确保答案正确的详细思考过程,以解决这个简单的问题。

When Not to Use the Reasoning Mode

当不使用推理模式时

Before discussing when to use reasoning mode, it’s important to understand that for many routine questions, the simpler mode is sufficient. For most day-to-day questions, the differential in answers doesn’t warrant using the advanced setting. In fact, it slows down the process, uses unnecessary server/token resources, and may provide bloated answers to simple questions.

在讨论何时使用推理模式之前,重要的是要了解,对于许多常规问题,更简单的模式就足够了。对于大多数日常问题,答案中的差异不保证使用高级设置。实际上,它会减慢过程,使用不必要的服务器/令牌资源,并可能为简单问题提供肿的答案。

There’s no need to enable reasoning mode for common questions like simple definitions, factual information, basic conversions, and yes/no queries. For such straightforward requests, using reasoning mode would be unreasonable, as they don’t require any complex reasoning at all.

无需为常见问题启用推理模式,例如简单的定义,事实信息,基本转换和是/否查询。对于这种直接的请求,使用推理模式将是不合理的,因为它们根本不需要任何复杂的推理。

Always enabling reasoning mode will lead to long delays for simple answers and eat up your plan’s limits (if any). Not to mention, it also puts extra pressure on the AI chatbot’s servers for no real benefit. For example, DeepSeek often gives a “server busy” error under load if you have DeepThink (R1) enabled but works fine when you disable it.

始终启用推理模式将导致长时间的延迟以获取简单的答案,并吞噬计划的限制(如果有)。更不用说,这也给AI Chatbot的服务器施加了额外的压力,没有真正的好处。例如,如果您启用了DeepThink(R1),则DeepSeek在加载下通常会出现“服务器繁忙”错误,但在禁用它时工作正常。

Related: Other than deep thinking, it is also important to give it a clear prompt so it understands what you really want to ask. Here are some expert tips to craft the perfect AI prompts.

相关:除了深思熟虑以外,给它一个明确的提示也很重要,以便了解您真正想问的内容。这里有一些专家提示,可以制作完美的AI提示。

When to Use the Reasoning Mode

何时使用推理模式

The differential in answers really matters when the queries have no obvious/factual answer, usually because of multiple variables at play. The reasoning mode can break down such queries and provide a compelling answer. Furthermore, most complex questions with multiple details also benefit from step-by-step reasoning.

当查询没有明显/事实的答案时,答案的差异确实很重要,通常是由于多个变量在玩。推理模式可以分解此类查询并提供引人注目的答案。此外,大多数带有多个细节的复杂问题也从分步推理中受益。

To help you understand better, below I am listing some common queries that benefit from setting the setting to on:

为了帮助您更好地理解,下面我列出了一些从设置设置为ON中受益的常见查询:

Apart from handling complex prompts better, the reasoning process also helps the user understand and validate how the AI arrived at the answer. Most AI chatbots show the reasoning steps they took (might need to manually reveal them), and the user can review the steps to learn the AI’s thinking process ensuring the AI didn’t make a mistake.

除了更好地处理复合物提示外,推理过程还可以帮助用户理解和验证AI如何得出答案。大多数AI聊天机器人都显示了他们采取的推理步骤(可能需要手动显示它们),并且用户可以查看学习AI思维过程的步骤,以确保AI不会犯错。

In conclusion, choosing the right mode for your AI queries will ensure you get the right answer without wasting time or resources. You can also copy/paste the same query in separate chats to see which mode provides the best answer. While you are at it, make sure you take advantage of these hacks to produce better results.

总之,为您的AI查询选择正确的模式将确保您在不浪费时间或资源的情况下获得正确的答案。您还可以在单​​独的聊天中复制/粘贴相同的查询,以查看哪种模式提供了最佳答案。当您使用时,请确保您利用这些骇客来产生更好的结果。

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