in the TF-IDF based similarity, the query words are weight by IDF alone, not (0.5 + 0.5*tf)*idf [slide 62]
TF-based similarity
query> fall semester
query> transcripts
query> admissions
TF-IDF based similarity:
query> fall semester
query> admissions
query> transcripts
Thanks and Regards,
Sushovan De