CLSTM for pronouns like places,names etc

[srika91]

I am a beginner in LSTM.My doubt is, with what I have understood LSTM wont do just OCR rather it will also try to predict the next word or character unlike tesseract.But suppose I am training for say a set of pronouns like names,places etc should I train for all possible names and places.Because given a new place with say 2 words, clstm may try to predict the next word and if that is not in the training set,will it do OCR alone rather than predicting it? bcz prediction may be completely wrong if it is not in the dataset?

I tried for person names and I trained over the english default model when I give different name other than in the dataset,it is failing very badly.Any thoughts will be helpful