English(EN) Translating the Translator: Decomposing the Cost of English-Forced Inter-Agent Communication

强制英语的LLM通信会带来显著的性能损耗

作者 PulseAugur 编辑部 · [2 个来源] · 2026-09-14 05:51

一篇新的研究论文调查了强制多代理LLM通信通过英语（即使是非英语任务）所带来的性能影响。研究发现，与母语管道相比，在印地语等语言中，显著的“强制英语税”会将准确率降低多达30.6个百分点。这表明，通过母语进行代理间通信可以提高性能，尤其是在类型学上差异较大的语言中，从而减轻翻译损失。 AI

影响代理框架中的母语路由对于性能至关重要，尤其是在跨语言应用中。

排序理由该集群包含一篇详细介绍LLM通信研究结果的学术论文。

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

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Newsworthiness bucket: Research; 该集群包含一篇详细介绍LLM通信研究结果的学术论文。
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Topics: paper, other; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: 16 days old; Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

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arXiv cs.AI TIER_1 English(EN) · Kushagra Agrawal, Yuming Feng, Man-Fai Leung · 2026-09-15 04:00

翻译翻译器：分解强制英文的代理间通信成本

arXiv:2609.15079v1 Announce Type: cross Abstract: Multi-agent LLM architectures, such as LangChain and AutoGen, largely assume English as the lingua franca for internal inter-agent communication, even when the end-user task is non-English. We fill this gap by evaluating a two-age…
arXiv cs.MA (Multiagent) TIER_1 English(EN) · Man-Fai Leung · 2026-09-14 05:51

翻译翻译器：分解强制英文的代理间通信成本

Multi-agent LLM architectures, such as LangChain and AutoGen, largely assume English as the lingua franca for internal inter-agent communication, even when the end-user task is non-English. We fill this gap by evaluating a two-agent extraction-answer core, with an additional back…