统一知识协议UKnow

https://ata.atatech.org/articles/11000264017?spm=ata.23639746.0.0.544142399GajUO，UKnow是第一个规范化定义了“知识”数据协议的一种数据系统框架，能够将任何规模的图文pair数据集，转化为UKnow规范的多模态知识图谱数据集，实现语义逻辑层面的数据支撑，为大模型表征预训练做好数据服务，便于研究者开展更多的knowledge based 模型设计。

https://ata.atatech.org/articles/11000264017?spm=ata.23639746.0.0.544142399GajUO, UKnow is the first data system framework that formally defines and standardizes the "knowledge" data protocol. It can convert text-image pair datasets of any scale into UKnow-compliant multimodal knowledge graph datasets, providing data support at the semantic logic level to deliver data services for the representation pre-training of large language models (LLMs), thereby enabling researchers to conduct more knowledge-based model design work.

搜集汇总

背景与挑战

背景概述

统一知识协议UKnow是一个多模态知识图谱数据系统框架，可将图文对数据集转换为大规模、逻辑丰富的知识图谱，以支持语义逻辑表示和大模型的预训练。该数据集适用于常识推理和视觉语言预训练任务，并遵循CC-BY-NC-ND协议。