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This paper presents PromptReps, a method leveraging large language models (LLMs) for zero-shot document retrieval, combining prompt-based re-ranking and unsupervised contrastive trained dense retrieval. By prompting LLMs to generate both dense embeddings and sparse bag-of-words representations, it enables efficient retrieval across large corpora without the need for further training. Experimental results demonstrate the effectiveness of this approach against state-of-the-art methods using...
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What is promptreps?
Promptreps refers to the timely reporting of certain information to regulatory authorities, ensuring compliance with various reporting requirements in a given jurisdiction.
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Entities or individuals subject to specific regulatory requirements, including businesses and organizations conducting activities that fall under the jurisdiction of the regulators, are required to file promptreps.
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To fill out promptreps, individuals must gather the required information, complete the designated forms accurately, and submit them to the relevant authority by the specified deadline.
What is the purpose of promptreps?
The purpose of promptreps is to ensure that relevant authorities receive timely information to monitor compliance, assess risks, and ensure that organizations adhere to regulatory standards.
What information must be reported on promptreps?
The information that must be reported typically includes financial data, operational details, and any other specifics as required by the regulating authority relevant to the reporting entity.
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