Semantic Search Models Embedding Tools

BERT-based and transformer embedding models specifically designed for semantic search tasks, including pre-trained models, fine-tuned variants for specific languages/domains, and model evaluation/benchmarking. Does NOT include search infrastructure, end-user applications, or general embedding frameworks.

There are 20 semantic search models tools tracked. The highest-rated is DmitryKey/bert-solr-search at 45/100 with 166 stars.

Get all 20 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=semantic-search-models&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	DmitryKey/bert-solr-search Search with BERT vectors in Solr, Elasticsearch, OpenSearch and GSI APU	45	Emerging	166	Jupyter Notebook
2	machinelearningZH/semantic-search-eval A framework for evaluating semantic search across custom datasets, metrics,...	38	Emerging	38	Python
3	tkhang1999/semantic-food-search A semantic food search web application built with Django, Solr, SBERT, and Docker	36	Emerging	10	JavaScript
4	alihakimtaskiran/SemanticSearch Meaningful Search	32	Emerging	5	Python
5	yberreby/ocaml-semsearch-jsoo OCaml + js_of_ocaml + SBERT + TensorFlow.js	31	Emerging	3	OCaml
6	sabirdvd/sts-papers Paper and survey of the papers surrounding semantic simiarity task	23	Experimental	2	—
7	AxelPCG/SPLADE-PT-BR SPLADE (Sparse Lexical AnD Expansion) model fine-tuned for Portuguese text...	23	Experimental	6	Jupyter Notebook
8	rishabhpatre/bert-category-search BERT-based semantic category retrieval system that maps free-text user...	22	Experimental	3	Python
9	FzS92/SemanticSearch SemanticSearch is a PyTorch-based code for searches in text	18	Experimental	2	Python
10	ir2718/article-bertic The repository for an SBERT article embedding model for croatian language...	17	Experimental	1	Jupyter Notebook
11	AliHamzaAzam/semantic-product-search BERT-based semantic product search for Amazon ESCI dataset with NDCG/MAP/MRR...	17	Experimental	—	Python
12	dhameja/semantic_search_bert_base Text → BERT Encoder → 768-dim embedding → Similarity search → Ranked results	14	Experimental	—	Python
13	BrandWill-ML-DS-DE/search-ranking-system Production-grade Learning-to-Rank system (LambdaMART + Embedding Reranking)	14	Experimental	—	Python
14	zthsk/semantic_search An implementation of LSA, LDA and BERT for performing semantic search on MS...	13	Experimental	—	Jupyter Notebook
15	davidetaraborrelli/textkd-p3-semantic-search A baseline for semantic search that compares a sparse approach (BM25) with a...	13	Experimental	—	Python
16	saadamir1/semantic-product-search Neural semantic search engine using BERT embeddings for intelligent product...	13	Experimental	—	Jupyter Notebook
17	Scheggetta/coliee24 Legal case retrieval challenge. Solution based on similarity search and...	13	Experimental	—	Python
18	m3hrdadfi/semantic-search First Semantic Search for Persian based on Transformers	11	Experimental	3	—
19	francois-rd/semantic-volatility The semantic volatility of neologisms.	11	Experimental	—	Python
20	eren23/semantic-code-searcher Basic example for searching code semantically in github profiles. In python	10	Experimental	2	Python