Problem: What are the most important words?
graduates listen to a speaker at their commencement ceremony .
Answer: ceremony, graduate, listen

Problem: What are the most important words?
paddy field near the road on the way
Answer: field, road, way

Problem: What are the most important words?
the beautiful waters are unfortunately polluted with raw sewage .
Answer:
pollute, sewage, water