An Early FIRST Reproduction and Improvements to Single-Token Decoding for Fast Listwise Reranking

Zijian Chen, Ronak Pradeep, Jimmy Lin

Recent advances have demonstrated that large language models (LLMs) excel as listwise rerankers, but their high computational demands remain a barrier to widespread adoption. Furth…