Past year question papers assist UPSC exam preparation by revealing the exam's pattern, frequently asked topics, and the level of difficulty. They enable candidates to gauge their preparation by attempting previous questions, which helps in identifying weak areas needing more focus. Additionally, analyzing these papers familiarizes candidates with the type of analytical thinking required, allowing them to enhance their problem-solving abilities and improve their time management skills in a real exam setting.