Large language models are effective text rankers with pairwise ranking prompting

Z Qin, R Jagerman, K Hui, H Zhuang, J Wu… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Ranking documents using Large Language Models (LLMs) by directly feeding the query and
candidate documents into the prompt is an interesting and practical problem. However …

LAMPO: Large Language Models as Preference Machines for Few-shot Ordinal Classification

Z Qin, J Wu, J Shen, T Liu, X Wang - arxiv preprint arxiv:2408.03359, 2024‏ - arxiv.org
We introduce LAMPO, a novel paradigm that leverages Large Language Models (LLMs) for
solving few-shot multi-class ordinal classification tasks. Unlike conventional methods, which …