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

rosette-api

Babel Street Analytics Client Library for Python

lightnlp

基于Pytorch和torchtext的自然语言处理深度学习框架。

deepke

[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

extr-ds

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

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

Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget

dlk

A PyTorch Based Deep Learning Quick Develop Framework. One-Stop for train/predict/server/demo

aymara

The Libre Multilingual Analyzer, a Natural Language Processing (NLP) C++ toolkit.

autorml

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

open-nre

An open source toolkit for relation extraction

arekit

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

infoextract-cidoc

LLM-powered CIDOC CRM v7.1.3 entity extraction from unstructured text — Pydantic models, Cypher emitters, and NetworkX integration

a2t

A Framework for Textual Entailment based Zero Shot text classification

kindred

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

textgraphs

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

deltakg

PromptKG Family: a Gallery of Prompt Learning & KG-related research works, toolkits, and paper-list.

torchic-tab-heuristic

TorchicTab-Heuristic: Semantic Table Annotation with Wikidata

lanno

Let ChatGPT (Large Language Models) Serve As Data Annotator and Zero-shot/few-shot Information Extractor.