DictLLM: Harnessing Key-Value Data Structures with Large Language Models for Enhanced Medical Diagnostics

arXiv:2402.11481v1 Announce Type: new
Abstract: Structured data offers a sophisticated mechanism for the organization of information. Existing methodologies for the text-serialization of structured data in the context of large language models fail to adequately address the heterogeneity inherent in key-value structured data. These methods are not ideal and frequently result in larger input sizes and poor adaptability to input changes. In this paper, we introduce DictLLM, an innovative framework designed to improve the modeling of key-value structured data, like medical …

abstract arxiv context cs.cl data diagnostics information key language language models large language large language models medical organization serialization structured data text type value