This thread is resolved. Here is a description of the problem and solution.
Problem: adding one product to the cart and then switching language cause the cart to be emptied.
Solution: If a product is not translated in that language, it will be deleted from the cart. Please translate all the products to solve the issue.
Relevant Documentation: https://wpml.org/documentation/related-projects/woocommerce-multilingual/
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