Binder is a training-free neural-symbolic framework that maps the task input to a program, which + Allows binding a unified API of language model(LM) functionalities to a programming language. + Adopts Codex as both the program parser and the underlying LM of API calls. + Requires only a dozen of in-context exemplar annotations.