Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard

Neural network toolkit for sentence pair modeling.

PyTorch implementations of various deep learning models for paraphrase detection, semantic similarity, and textual entailment

Semantic Textual Similarity in Python

语义相似度

A simple implementation of paper "HCTI at SemEval-2017 Task 1: Use convolutional neural network to evaluate semantic textual similarity."

Variants of Multi-Perspective Convolutional Neural Networks

Official Implementation of the ACL2024 Findings paper "Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation"

Sentence Similarity Estimator (SenSim)

Official implementation of: Tha3aroon at NSURL-2019 Task 8: Semantic Question Similarity in Arabic

Embedding Representation for Indonesian Sentences!

Similarity Learning applied to Speaker Verification and Semantic Textual Similarity

Awesome Semantic Textual Similarity: a curated list of Semantic Textual Similarity in Large Language Models and NLP

Reinforcement Calibration SimCSE, combining contrastive learning, artificial potential fields, perceptual loss, and RLHF to achieve improved Semantic Textual Similarity (STS) embeddings. PyTorch-based implementations of PerceptualBERT and ForceBasedInfoNCE, along with fine-tuning capabilities via RLHF and evaluation using SentEval.

Performs contextual, fully supervised text normalization

A tool for semantic textual similarity annotation

Semantic Textual Similarity on Persian Language

Natural Launguage Processing ,Text-Mining ,Natural Launguage Understanding

A system to process visual input on timed frames to produce sensible audio aid in accordance with human information processing limits, using image captioning, semantic text comparison and text-to-speech modules.

Categorizing products of an online retailer based on products’ titles using word2vec word-embedding and DBSCAN (density-based spatial clustering of applications with noise) clustering.