NeuroNL2LTL is a new neurosymbolic framework that enhances the translation between natural language and Linear Temporal Logic, improving formal verification in safety-critical fields. By integrating verification into the training process, it achieves high correctness rates while allowing domain experts to validate specifications without extensive training.