EviRerank: Adaptive Evidence Construction for Long-Document LLM Reranking

Minghan Li, Eric Gaussier, Juntao Li +1

Decoder-only LLM rerankers struggle with long documents: inference is costly and relevance signals can be diluted by irrelevant context. Motivated by an attention analysis indicati…