High-Quality Translation with Chinese LLMs: Compared to Google Translate
Qwen3.6 Plus and DeepSeek V4 perform excellently at translation tasks at a fraction of Google Translate API's cost. This article covers translation implementation and optimization.
Translation Quality Comparison
Chinese models have a clear advantage in Chinese-related translations, especially Chinese-English. Qwen3.6 Plus has highly accurate professional terminology translation, great for business documents; DeepSeek V4 is more natural at cultural localization.
Implementation Example
{"model":"qwen3.6-plus","messages":[{"role":"system","content":"You are a professional translator. Translate the following content into the target language, maintaining professional terminology accuracy and format."},{"role":"user","content":"Translate to English: {content}"}]}Batch Translation
When batch translating, mind token limits and cost control. Process by paragraph or by document to avoid overly long single requests. Batch tasks can use low-cost models (like Qwen3.5 Flash) to speed up.
Language Detection
Use Qwen3.5 Flash for language detection, then route to the corresponding translation prompt based on results — saves unnecessary multilingual processing.