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推荐技术栈

你在构建什么?RAG chatbot

每个位置一项技术,并说明推荐理由以及可以改用什么。

LLM

model

GPT

Family of decoder-only Transformer language models trained with a generative objective.

Why editorial

Any capable instruction-following model works here; the retrieval step, not the model, is what makes the answers specific to your documents.

Embedding

concept

Embedding

Dense numeric vector representing the meaning of a piece of text.

Why 由图谱推导

Embedding used by Qdrant

来源

Vector database

database

Qdrant

Open-source vector database written in Rust, with payload filtering.

Why 由图谱推导

Qdrant uses Embedding

来源

Framework

framework

LangChain

Framework for composing language models with retrieval, tools and memory.

Why 由图谱推导

GPT integrates with LangChain

来源

Reranking

technique

Reranking

Second-stage ordering of retrieved candidates by a more accurate scoring model.

Why 由图谱推导

Retrieve-then-rerank is the standard shape of a semantic search pipeline.

来源