Heat oil in a saucepan over medium heat. Cook tomatoes, onion, jalapeños, garlic, cumin, salt and pepper until very soft. Stir in black beans and 1/2 cup water.
Simmer for 15 minutes until thickened. Puree half the mixture with cilantro; stir into saucepan with lime juice. Adjust seasoning to taste.