Google AI Proposes New Method to Reduce Burden on LLMs: Pairwise Ranking Prompting

Google AI researchers have released a new paper proposing a new approach called Pairwise Ranking Prompting, or PRP for short. The goal is to alleviate the challenges faced by Large Language Models in solving text ranking problems. LLMs, such as GPT-3 and PaLM, have demonstrated remarkable performance on natural language tasks, even in zero-shot settings.

But, when it comes to text ranking, existing methods tend to fall short compared to trained baseline rankers, with the exception of black box systems …

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