Before revision: In the vision-and-language navigation (VLN) task, an agent follows natural language instructions and navigate in visual environments.
After revision: One of the most challenging topics in Natural Language Processing (NLP) is visually-grounded language understanding and reasoning. Outdoor vision-and-language navigation (VLN) task, an agent follows natural language instructions and navigate in visual environments.