BracketRank: Large Language Model Document Ranking via Reasoning-based Competitive Elimination

Abdelrahman Abdallah, Mohammed Ali, Bhawna Piryani +1

Reasoning-intensive retrieval requires deep semantic inference beyond surface-level keyword matching, posing a challenge for current LLM-based rerankers limited by context constrai…