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A mixed-language sentence that blends Chinese and English, such as '周末 我们 打算 去 做 hiking ， 你 想 一起 来 吗 ？' (We plan to go hiking this weekend, would you like to join us?), is a prominent instance of code-switching. When processed by multi-lingual pre-trained models, there is no need to identify whether a token is Chinese or English. Instead, every token is simply treated as an entry in a shared vocabulary, effectively treating the mixed input as a single composite language.

Example of Code-Switching between Chinese and English

Analyze the following text message exchange. Which specific message best demonstrates the practice of embedding a word or phrase from one language into the grammatical structure of another within a single sentence? Explain your reasoning.

Identifying Code-Switching in a Conversation

Construct a single, grammatically coherent sentence that mixes Chinese and English by inserting an English noun or verb into a primarily Chinese sentence structure. Provide both the Pinyin for the Chinese parts and the English translation for the entire sentence.

Constructing a Mixed-Language Sentence

A bilingual speaker is sending a text message. Which of the following messages best demonstrates the practice of embedding a word from one language into the grammatical structure of another language within a single, continuous sentence?

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