Solved the problem myself. It is not the plugin’s fault. I suspected it is my website’s cache problem, and I have looked everywhere for solution, then I went to this website:
https://www.inmotionhosting.com/support/edu/wordpress/recommended-wordpress-plugins/clearing-cache-in-wordpress
and saw MrHappy’s comment to try this:
https://developers.facebook.com/tools/debug/
I went there, put in the website link that has the sharing error, saw some warnings, then I clicked the button ‘fetch new scrape information’, and voila! Problem solved.
Hope this can help others.