Restore a WhatsApp chat with someone else using that person's phone

I have lost my phone and got a new one. Unfortunately, I did not back up my WhatsApp. There is a chat session held between me and someone else who is very dear to me. I have this person's phone. I wonder if I can restore this chat on my phone through that other person's phone.