ModernBERT alternatives for AI agents.

Retrieval and Retrieval-augmented LLMs

Unify Efficient Fine-tuning of RAG Retrieval, including Embedding, ColBERT, ReRanker.

text2vec, text to vector. 文本向量表征工具，把文本转化为向量矩阵，实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型，开箱即用。

Pre-trained subword embeddings in 275 languages, based on Byte-Pair Encoding (BPE)

Fast State-of-the-Art Static Embeddings

100+ Chinese Word Vectors 上百种预训练中文词向量

Solves basic Russian NLP tasks, API for lower level Natasha projects

Fuzzy string matching, grouping, and evaluation.

A blazing fast inference solution for text embeddings models

A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021 (Bianchi et al.).

Implementation of the node2vec algorithm.

unified embedding model

VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.

Nomic Developer API SDK

A tool for learning vector representations of words and entities from Wikipedia

Collect, organize, use, and share, all in OmniBox.