In what movie the Little last does Charlie Chaplin finally speak albeit in gibberish song?

The movie you're thinking of is Modern Times (1936).

While Chaplin's character, "The Little Tramp," is known for his silent films, in *Modern Times* he sings a song in gibberish towards the end. It's a funny and memorable moment in the film.