Problem: What are the most important words?
the seafront with ship leaving the pier
Answer: leave, pier, ship

Problem: What are the most important words?
english metropolitan borough is a major killer of poultry in developing countries
Answer: country, develop, poultry

Problem: What are the most important words?
huge crowds greet religious leader during his visit .
Answer:
crowd, greet, leader