How would you transfer knowledge from a monolingual model to a multi-lingual LLM

Question

With the help of code can you tell me How would you transfer knowledge from a monolingual model to a multi-lingual LLM?

Answer 1

You can transfer knowledge from a monolingual model to a multilingual LLM by distilling task-specific representations from the source model into the multilingual target using aligned datasets.

Here is the code snippet below:

In the above code we are using the following key points:

• Parallel aligned sentence pairs for knowledge transfer.

• The monolingual model acts as a teacher, multilingual as a student.

• MSE loss is used to align logits across languages.

Hence, distillation enables effective knowledge transfer from monolingual to multilingual models using shared semantic examples.