1)将KGs集成到训练目标中, 如图所示的例子利用与知识和文本输入之间的联系,以单词-实体对齐训练目标作为预训练目标,将句子和文本中提到的对应实体同时输入LLMs,然后训练LLMs预测文本标记和知识图谱中实体之间的对齐链接。 2)将KGs集成到LLM输入中, 如图所示的例子旨在将相关的知识子图引入到LLM(大型语言模型)的输入中...
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answeringarxiv.org/abs/2309.11206 作者利用KG-to-Text的方法,对开源LLM模型进行微调,以得到KGs元组更好的知识表示格式,从而增强LLM的KGQA能力。 代码地址:Retrieve-Rewrite-Answer (github.com) ——— 码字不易,...
Awesome papers about unifying LLMs and KGs. Contribute to RManLuo/Awesome-LLM-KG development by creating an account on GitHub.
llm-kg-bidirectional-enhancement Star Here is 1 public repository matching this topic... OpenSPG / openspg Star 683 Code Issues Pull requests Discussions OpenSPG is a Knowledge Graph Engine developed by Ant Group in collaboration with OpenKG, based on the SPG (Semantic-enhanced Programmable Graph...
knowledge-enhanced language understanding and generation. 2- Historical Perspectives: Insights into the evolution of KGs and LLMs, tracing their development trajectories, seminal works, and transformative milestones leading to their integration. 3- Design and Implementation: Research articles focusing on the...
which have enhanced LLMs’ performance and reliability. These techniques have demonstrated that LLMs ...
因此,这个框架通过从生物医学KG中获得的优化领域特定的“提示感知上下文”,赋予了一个通用型的LLM更强大的功能。 KG-RAG用户案例 下面的片段显示了FDA网站上关于由 FDA(https://www.fda.gov/drugs/news-events-human-drugs/fda-approves-treatment-weight-management-patients-bardet-biedl-syndrome-aged-6-or-older...
[Du, 2022] Haowei Du, et.al., Knowledge-Enhanced Iterative Instruction Generation and Reasoning for Knowledge Base Question Answering, In Proceeding of 2022 CCF International Conference on Natural Language Processing and Chinese Computing (NLPCC), 2022. ...
KELM[32]是典型的方法之一,使用了TEKGEN语言化管道来将知识图谱转化为知识增强语言模型 (Knowledge-Enhanced Language Model,KELM) 语料库。该管道包括启发式对齐器、三元组转换为文本的生成器、实体子图(把多个进行一起语言化的三元组组合成子图)创建器、删除低质量输出的后处理过滤器四个部分。KGPT[33]则使用了更...
KELM[32]是典型的方法之一,使用了TEKGEN语言化管道来将知识图谱转化为知识增强语言模型 (Knowledge-Enhanced Language Model,KELM) 语料库。该管道包括启发式对齐器、三元组转换为文本的生成器、实体子图(把多个进行一起语言化的三元组...