Relation Extraction Python Packages

adaseq

AdaSeq: An All-in-One Library for Developing State-of-the-Art Sequence Understanding Models

glirel

Generalist and Lightweight Model for Relation Extraction (Extract any relationship types from text)

pytorch-rex

🎮 A toolkit for Relation Extraction and more...

bert4torch

An elegent pytorch implement of transformers

extr

Named Entity Recognition (NER) and Relation Extraction (RE) library using Regular Expressions

pytorch-ie

PyTorch-IE: State-of-the-art Information Extraction in PyTorch

deepke

DeepKE is a knowledge extraction toolkit for knowledge graph construction supporting low-resource, document-level and multimodal scenarios for entity, relation and attribute extraction.

extr-ds

Library to programmatically build labeled datasets for Named-Entity Recognition (NER) and Relation Extraction (RE) Machine Learning tasks

rosette-api

Babel Street Analytics Client Library for Python

relbert

The official implementation of "Distilling Relation Embeddings from Pre-trained Language Models, EMNLP 2021 main conference", a high-quality relation embedding based on language models.

relik

Retrieve, Read and LinK: Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget (ACL 2024)

lightnlp

基于Pytorch和torchtext的自然语言处理深度学习框架。

open-nre

An Open-Source Package for Neural Relation Extraction (NRE)

aymara

Python bindings to the LIMA linguistic analyzer

a2t

Ask2Transformers is a library for zero-shot classification based on Transformers.

dlk

dlk: Deep Learning Kit

deltakg

A Library for Dynamically Editing PLMs-Based Knowledge Graph Embeddings.

arekit

Document level Attitude and Relation Extraction toolkit (AREkit) for sampling and processing large text collections with ML and for ML

autorml

AutoRML: A framework for automatic RML mapping generation using semantic table annotations

kindred

A Python biomedical relation extraction package that uses a supervised approach (i.e. needs training data).

pynsett

A programmable relation extraction tool

textgraphs

TextGraphs + LLMs + graph ML for entity extraction, linking, ranking, and constructing a lemma graph

torchic-tab-heuristic

TorchicTab-Heuristic: Semantic Table Annotation with Wikidata

infoextract-cidoc

Heritage Information Extraction to Markdown, JSON-LD, and Property Graphs (OpenCypher)