The memorisation capacity of an LSTM (real numbers)
Welcome to the site! If you're referring to a series of numbers, like what you would get during tokenization/NLP then, yes, LSTM can certainly handle that without many issues. If you are talking about a much larger range than that, then you might want to consider a scenario where you scale your inputs instead.