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 31 semantic textual similarity models tracked. The highest-rated is DebarshiChanda/Amazon-ML-Challenge2021 at 30/100 with 91 stars.

Get all 31 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	30	Emerging	91	Jupyter Notebook
2	shahrukhx01/siamese-nn-semantic-text-similarity A repository containing comprehensive Neural Networks based PyTorch...	29	Experimental	53	Python
3	HasanBGit/KSAA2026-Fine-Tashkeel Official code for "Fine-Tashkeel at KSAA-2026" — Systematic evaluation of 18...	29	Experimental	3	Jupyter Notebook
4	fork123aniket/Contrastive-Learning-for-Sentence-Embeddings Implementation of Simple Contrastive Learning-based Unsupervised approach to...	25	Experimental	4	Python
5	toriving/haafor-challenge-2020 The project for HAAFOR CHALLENGE 2020	24	Experimental	3	Python
6	DoctorLai/SimilarString Compute the score of similarity between two strings	24	Experimental	1	Shell
7	quyethd95/HuggingFace-BAAI--BGERerankerv2m3 🔍 Explore BGE Reranker v2 m3 for effective sequence reranking using Hugging...	22	Experimental	—	Jupyter Notebook
8	AniketRajpoot/Automated-Headline-and-Sentiment-Generator A very simple repo for Text Classification, Sentiment Identification and...	22	Experimental	9	Jupyter Notebook
9	TioAbiyyu/HuggingFace-BAAI--BGERerankerv2m3 BGE Reranker v2 m3 demo with Hugging Face transformers for local and Azure cloud use.	22	Experimental	—	Jupyter Notebook
10	nuekkis/Turk-NLP Türkçe için kapsamlı açık kaynak NLP (Doğal Dil İşleme) kütüphanesi.	18	Experimental	4	Python
11	VinniLP/Document-Similarity-Finding-using-BERT Document-Similarity-Finding-using-BERT	18	Experimental	5	Jupyter Notebook
12	sambitbhaumik/siamese-nn-sts Project files contain PyTorch implementations for Siamese BiLSTM models for...	17	Experimental	3	Jupyter Notebook
13	ensarakbas77/LIFT-UP-Project-Similarity-Analysis A system that compares newly submitted projects with previously completed...	16	Experimental	—	—
14	fblgit/model-similarity Simple Model Similarities Analysis	15	Experimental	21	HTML
15	AnuragP004/amazon_ml_challenge_2025 Multimodal deep learning for product price prediction using DistilBERT and...	15	Experimental	—	Python
16	MohamedNassih/Evaluation-Pertinence-Juridique-ML Évaluation de la pertinence (question ↔ article juridique) en français....	15	Experimental	—	Python
17	Sark-07/Copysafe This is a document's contextual similarity evaluation tool. It captures the...	14	Experimental	1	Jupyter Notebook
18	nopgae/nlp-text-embedding-comparison From N-grams to CLIP: comparing NLP embedding techniques including Word2Vec,...	14	Experimental	—	Jupyter Notebook
19	snairaadarsh/pdf-semantic-comparison PDF comparison tool that uses transformer-based embeddings to identify...	14	Experimental	—	HTML
20	nfragakis/NLP-Knowledge-Extraction Minimalist adaptation of more in-depth work concerning NLP knowledge...	14	Experimental	1	Jupyter Notebook
21	navneet-raghav/sentence-embedding-behavior-analysis A controlled empirical study comparing lexical, static, and contextual...	13	Experimental	2	Jupyter Notebook
22	LazaUK/HuggingFace-BAAI-BGERerankerv2m3 BGE Reranker v2 m3 demo with Hugging Face transformers for local and Azure cloud use.	12	Experimental	1	Jupyter Notebook
23	philipphager/baidu-bert-model SIGIR 2024 - Train flax-based MonoBERT rankers on Baidu-ULTR	12	Experimental	3	Python
24	TharinduDR/STS-Transformers Transformer based Semantic Textual Similarity	11	Experimental	2	Python
25	pmadruga/ds-jobindex Machine learning techniques (NLP) applied to the jobindex.dk dataset	11	Experimental	2	Jupyter Notebook
26	Vishnusai17/NLP Natural Language Processing projects implementing Transformers, BERT, and...	11	Experimental	—	Jupyter Notebook
27	jklsnt/dictembed A model!	11	Experimental	—	Python
28	albertopirillo/nlp-project-2023 Predicting the similarity between the pairs of sentences in the STS dataset....	10	Experimental	1	Jupyter Notebook
29	ir2718/similarity-embedding-quality [EMNLP 2024 Findings] Are ELECTRA's Sentence Embeddings Beyond Repair? The...	10	Experimental	1	Jupyter Notebook
30	najafmurtaza/General_Sentence_Embeddings Extract Sentence Embeddings from Hugging Face pre-trained models.	10	Experimental	1	Python
31	R-aryan/Text-Similarity-Using-BERT End to End NLP text similarity project, using kaggle Quora Dataset , served...	10	Experimental	1	Python