LRanker: Scaling LLM Ranking to Millions of Candidates with Test-Time Scaling

Tao Feng, Zijie Lei, Zhigang Hua +4

Large language models (LLMs) offer strong semantic representations for ranking, but processing candidate texts within limited contexts and repeatedly invoking an LLM for candidate-…