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In-Context Learning (ICL) empowers Large Language Models (LLMs) to tackle various tasks by providing input-output examples as additional inputs, referred to as demonstrations. Nevertheless, the performance of ICL could be easily impacted by the quality of selected demonstrations. Existing efforts generally learn a retriever model to score each demonstration for selecting suitable demonstrations, however, the effect is suboptimal due to the large search space and the noise from unhelpful demonstrations. In this study, we introduce MoD, which partitions the demonstration pool into groups, each governed by an expert to reduce search space. We further design an expert-wise training strategy to alleviate the impact of unhelpful demonstrations when optimizing the retriever model. During inference, experts collaboratively retrieve demonstrations for the input query to enhance the ICL performance. We validate MoD via experiments across a range of NLP datasets and tasks, demonstrating its state-of-the-art performance and shedding new light on the future design of retrieval methods for ICL. 

Microbial extracellular electron transfer (EET) drives various globally-important environmental phenomena and has biotechnology applications. Diverse prokaryotes have been proposed to perform EET via surface-displayed “nanowires” composed of multi-heme cytochromes. However, the mechanism that enables only a few cytochromes to polymerize into nanowires is unclear. Here, we identify a highly-conserved omcS-companion (osc) cluster that drives the formation of OmcS cytochrome nanowires in Geobacter sulfurreducens. Through a combination of genetic, biochemical, and biophysical methods, we establish that prolyl isomerase-containing chaperon OscH, channel-like OscEFG, and β-propeller-like OscD are involved in the folding, secretion, and morphology maintenance of OmcS nanowires, respectively. OscH and OscG can interact with OmcS. Furthermore, overexpression of oscG accelerates EET by overproducing nanowires in an ATP-dependent manner. Heme loading splits OscD and ΔoscD accelerates cell growth with bundling nanowires. Our findings establish the mechanism and prevalence of a specialized and modular assembly system for nanowires across phylogenetically-diverse species and environments