Semantic Textual Similarity Transformer Models

Tools for measuring and comparing semantic similarity between text passages using transformer embeddings and contextual analysis. Does NOT include general embedding extraction, text classification, or semantic communication without explicit similarity scoring.

There are 28 semantic textual similarity models tracked. The highest-rated is DebarshiChanda/Amazon-ML-Challenge2021 at 37/100 with 91 stars.

Get all 28 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=semantic-textual-similarity&limit=20"

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

#	Model	Score	Tier	Stars	Language
1	DebarshiChanda/Amazon-ML-Challenge2021 Scripts and Approach for Amazon ML Challenge	37	Emerging	91	Jupyter Notebook
2	shahrukhx01/siamese-nn-semantic-text-similarity A repository containing comprehensive Neural Networks based PyTorch...	36	Emerging	53	Python
3	toriving/haafor-challenge-2020 The project for HAAFOR CHALLENGE 2020	31	Emerging	3	Python
4	AniketRajpoot/Automated-Headline-and-Sentiment-Generator A very simple repo for Text Classification, Sentiment Identification and...	29	Experimental	9	Jupyter Notebook
5	HasanBGit/KSAA2026-Fine-Tashkeel Official code for "Fine-Tashkeel at KSAA-2026" — Systematic evaluation of 18...	29	Experimental	3	Jupyter Notebook
6	VinniLP/Document-Similarity-Finding-using-BERT Document-Similarity-Finding-using-BERT	25	Experimental	5	Jupyter Notebook
7	sambitbhaumik/siamese-nn-sts Project files contain PyTorch implementations for Siamese BiLSTM models for...	24	Experimental	3	Jupyter Notebook
8	DoctorLai/SimilarString Compute the score of similarity between two strings	24	Experimental	1	Shell
9	fblgit/model-similarity Simple Model Similarities Analysis	22	Experimental	21	HTML
10	nfragakis/NLP-Knowledge-Extraction Minimalist adaptation of more in-depth work concerning NLP knowledge...	21	Experimental	1	Jupyter Notebook
11	TioAbiyyu/HuggingFace-BAAI--BGERerankerv2m3 BGE Reranker v2 m3 demo with Hugging Face transformers for local and Azure cloud use.	21	Experimental	—	Jupyter Notebook
12	quyethd95/HuggingFace-BAAI--BGERerankerv2m3 🔍 Explore BGE Reranker v2 m3 for effective sequence reranking using Hugging...	21	Experimental	—	Jupyter Notebook
13	philipphager/baidu-bert-model SIGIR 2024 - Train flax-based MonoBERT rankers on Baidu-ULTR	19	Experimental	3	Python
14	najafmurtaza/General_Sentence_Embeddings Extract Sentence Embeddings from Hugging Face pre-trained models.	17	Experimental	1	Python
15	AnuragP004/amazon_ml_challenge_2025 Multimodal deep learning for product price prediction using DistilBERT and...	17	Experimental	—	Python
16	MohamedNassih/Evaluation-Pertinence-Juridique-ML Évaluation de la pertinence (question ↔ article juridique) en français....	17	Experimental	—	Python
17	albertopirillo/nlp-project-2023 Predicting the similarity between the pairs of sentences in the STS dataset....	17	Experimental	1	Jupyter Notebook
18	R-aryan/Text-Similarity-Using-BERT End to End NLP text similarity project, using kaggle Quora Dataset , served...	17	Experimental	1	Python
19	ensarakbas77/LIFT-UP-Project-Similarity-Analysis A system that compares newly submitted projects with previously completed...	15	Experimental	—	—
20	su-mana-s/Semantic-Communication Semantic Message Extraction for Text Based Data With Deep Neural Nets	15	Experimental	9	Python
21	LazaUK/HuggingFace-BAAI-BGERerankerv2m3 BGE Reranker v2 m3 demo with Hugging Face transformers for local and Azure cloud use.	14	Experimental	1	Jupyter Notebook
22	jklsnt/dictembed A model!	13	Experimental	—	Python
23	nopgae/nlp-text-embedding-comparison From N-grams to CLIP: comparing NLP embedding techniques including Word2Vec,...	13	Experimental	—	Jupyter Notebook
24	Vishnusai17/NLP Natural Language Processing projects implementing Transformers, BERT, and...	13	Experimental	—	Jupyter Notebook
25	snairaadarsh/pdf-semantic-comparison PDF comparison tool that uses transformer-based embeddings to identify...	13	Experimental	—	HTML
26	MayankTamakuwala/Tagging_Models_For_SPO_Pairs_Extraction This project explores two tagging-based approaches to extract structured...	11	Experimental	—	Jupyter Notebook
27	venkat-a/Potential_Ranked_Sourcing_Individuals Generate insights and rankings for potential candidates	11	Experimental	—	Jupyter Notebook
28	MahsaSanaei/Semantic-Textual-Similarity Semantic Textual Similarity on Persian Language	11	Experimental	3	Jupyter Notebook

Comparisons in this category

siamese-nn-semantic-text-similarity and siamese-nn-sts (36 vs 24)