Cải thiện Elasticsearch trong bài toán semantic search sử dụng phương pháp Sentence Embeddings

Last update: Nov 25, 2022

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Overview

Cải thiện Elasticsearch trong bài toán semantic search sử dụng phương pháp Sentence Embeddings

Trong bài viết này mình sẽ sử dụng pretrain model SimCSE_Vietnamese để cải thiện elastic search trong bài toán semantic search.

Mọi người có thể xem bài viết hướng dẫn đầy đủ tại đây.

Cài đặt:

git clone https://github.com/vovanphuc/elastic_simCSE.git
cd elastic_simCSE
pip install -r requirements.txt

Đánh index cho toàn bộ data

python3 index_elastic.py

Search keyword và so sánh giữa BM25 (elasticsearch thường) và simCSE:

streamlit run main.py

Kết quả tìm kiếm:

Kết quả khi sử dụng elasticsearch bình thường.

Kết quả khi sử dụng SimCSE_VietNamese.

Contact:

Email: [email protected]

Facebook: facebook.com/vovanphucc

Linkedin: linkedin.com/in/vovanphuc

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Owner

Vo Van Phuc

KEEP IT SIMPLE STUPID!

GitHub

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Cải thiện Elasticsearch trong bài toán semantic search sử dụng phương pháp Sentence Embeddings

Related tags

Overview

Cải thiện Elasticsearch trong bài toán semantic search sử dụng phương pháp Sentence Embeddings

Cài đặt:

Đánh index cho toàn bộ data

Search keyword và so sánh giữa BM25 (elasticsearch thường) và simCSE:

Kết quả tìm kiếm:

Contact:

You might also like...

:mag: End-to-End Framework for building natural language search interfaces to data by utilizing Transformers and the State-of-the-Art of NLP. Supporting DPR, Elasticsearch, HuggingFace’s Modelhub and much more!

Connectionist Temporal Classification (CTC) decoding algorithms: best path, beam search, lexicon search, prefix search, and token passing. Implemented in Python.

The following links explain a bit the idea of semantic search and how search mechanisms work by doing retrieve and rerank

Top2Vec is an algorithm for topic modeling and semantic search.

Blue Brain text mining toolbox for semantic search and structured information extraction

txtai: Build AI-powered semantic search applications in Go

Create a semantic search engine with a neural network (i.e. BERT) whose knowledge base can be updated

A sentence aligner for comparable corpora

Extract Keywords from sentence or Replace keywords in sentences.

Owner

Vo Van Phuc

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