Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning

D Shu, M Du - arxiv preprint arxiv:2410.23099, 2024 - arxiv.org
In-context learning can help Large Language Models (LLMs) to adapt new tasks without
additional training. However, this performance heavily depends on the quality of the …

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JJ Wang - 2024 - repository.rice.edu
LLMs have shown to be able to perform many reasoning tasks impressively, such as
commonsense, arithmetic, and symbolic reasoning. Recently there is a growing literature …