Cube beef and chop carrots and celery into 1-inch pieces; place all in slow cooker.
Add beef broth, tomato paste, bay leaf, thyme, salt, and pepper; stir well.
Cook on low for 8 hours (or high for 4 hours) until beef is very tender.
Remove bay leaf and serve hot.