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O que está a construir? RAG chatbot

Uma tecnologia por posição, com o motivo da sugestão e o que usar em alternativa.

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 derivado do grafo

Embedding used by Qdrant

Fonte

Vector database

database

Qdrant

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

Why derivado do grafo

Qdrant uses Embedding

Fonte

Framework

framework

LangChain

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

Why derivado do grafo

GPT integrates with LangChain

Fonte

Reranking

technique

Reranking

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

Why derivado do grafo

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

Fonte