推理LLM 英文怎么些

<think>Hmm, the user is asking how to translate "推理LLM" into English. This seems like a straightforward terminology query, but let me unpack it carefully. First, breaking down the Chinese term: "推理" means reasoning or inference, and "LLM" is obviously the acronym for Large Language Model. So the core question is about finding the most accurate English equivalent for a model specialized in reasoning tasks. Looking at industry usage, I recall several common variations: - "Reasoning LLM" is the most direct and widely used translation - "Inference LLM" is technically accurate but less common - "Reasoning-focused LLM" adds clarity about the specialization - "Reasoning-optimized LLM" emphasizes performance tuning The user appears to be working with AI concepts given the references to LLM agents in the context. They might be preparing technical documentation or researching agent architectures. Since they didn't provide additional context, I'll stick to the most universal translation. I should note that "推理LLM" could sometimes refer specifically to models fine-tuned for reasoning tasks, like those using chain-of-thought prompting. But without more context, the basic translation should suffice. The references provided about LLM agents aren't directly relevant here, but they do confirm the user is working in AI development. Maybe they're building an agent system that requires specialized reasoning models? Though that's speculative. For the response, I'll list the options but clearly recommend "Reasoning LLM" as the primary choice since it's concise and establishes immediate recognition in English technical literature.</think>“推理LLM”在英文中的标准表达为： **Reasoning LLM** ### 其他常见等效表达： 1. **LLM for Reasoning** （强调用途，例：*We need a powerful LLM for reasoning tasks*） 2. **Reasoning-focused LLM** （突出核心能力，例：*Developing reasoning-focused LLMs is crucial for complex problem-solving*） 3. **Reasoning-optimized LLM** （强调优化方向，例：*This reasoning-optimized LLM outperforms general models in logical deduction*） ### 使用场景对比： | 中文术语 | 推荐英文表达 | 适用场景 | |----------------|-----------------------|----------------------------------| | 推理LLM | Reasoning LLM | 通用技术文档、学术论文 | | 推理专用大模型 | Dedicated Reasoning LLM | 强调模型专用性（如产品说明） | | 推理优化模型 | Reasoning-optimized LLM | 技术报告、性能对比分析 | ### 例句参考： - *GPT-4 has evolved into a strong **reasoning LLM** capable of multi-step logical inference* [^1] - *Agent systems require **reasoning-focused LLMs** to handle decision-making chains* [^1]