教程视频 / 文档链接

通过使用chatgpt来产生笔记的内容，一边学习，一边聊天，然后把认为好的结果摘录下来

目录

InternLM

• A tool used for building a knowledge base, focusing on the integration and customization within LangChain.

LangChain

• A framework for constructing applications that leverage language models, including the development of a retrieval QA chain.

Sentence Transformers

sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 · Hugging Face

• Utilized for creating embeddings that facilitate efficient and accurate retrieval of information from the knowledge base.

Overview

Sentence Transformers convert text into numerical vectors, enabling machines to understand and process natural language. This technology is essential for projects involving Large Language Models (LLMs) due to its efficiency in handling semantic similarities.

Role in LLMs

Semantic Similarity

• Sentence Transformers are used to measure the semantic similarity between texts, facilitating efficient information retrieval and question answering.