In this project, I explored wiki datasets which contains article on famous celebrities.
You can see it here
Later, I compared TF-IDF with raw count here
Please wait for few seconds to render this link Clearly, from above two examples of Victoria Beckham and Elton John, we can say that tf-idf is more accurate than raw count.
For those who want to try this, Please install graphlab from here