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Heat a large pot or dutch oven to medium heat. Add the oil. Once the oil is hot, add in the ground beef and use a wooden spoon to break it up as it cooks then season it well with salt and pepper.
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Once the beef is mostly browned, stir in the tomato paste and let it cook for about 1 minute. Then add in the onion, carrots, celery, garlic, and Italian seasoning and toss and cook that all together with the meat for 2-3 minutes. Season with salt and pepper to taste.
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Finally, add in the chopped cabbage, beef broth, diced tomatoes, rice, and bay leaf. Stir and let that come to a boil, then cover and simmer on medium-low heat for 20-25 minutes, until the rice is tender and cooked. Season with more salt and pepper to taste.
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Once the soup is done, remove it from the heat and serve it hot topped with fresh chopped parsley and ground black pepper.