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I am using this paper Finding Semantic Orientation of Reviews Using Unsupervised PMI Algorithm to determine semantic orientation between a phrase and a list of words using pointwize mutual information.

For example : PMI(phrase, {"excellent", "Good"}).

My question is how Can I compute the PMI between the phrase and the list of words?

Thank you

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