Stack recomendado

O que está a construir? Semantic search

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

Embedding

concept

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

Why editorial

Everything else in semantic search depends on the quality of the embedding: a weak one makes good ranking impossible.

Alternativas

database

Open-source vector database with hybrid keyword and vector search built in.

Why derivado do grafo

Weaviate uses Embedding

Alternativas

model

Encoder-only Transformer pre-trained with masked language modelling.

Why derivado do grafo

Reranking based on BERT

Alternativas

technique

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.

Alternativas