Large language model is not a good few-shot information extractor, but a good reranker for hard samples!

Large Language Models (LLMs) have made remarkable strides in various tasks. However, whether they are competitive few-shot solvers for information extraction (IE) tasks and surpass fine-tuned small Pre-trained Language Models (SLMs) remains an open problem. This paper aims to provide a thorough answ...

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Main Authors: MA, Yubo, CAO, Yixin, HONG, YongChin, SUN, Aixin
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/8388
https://ink.library.smu.edu.sg/context/sis_research/article/9391/viewcontent/llmIE_emnlp_tbu.pdf
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Institution: Singapore Management University
Language: English