💫 Industrial-strength Natural Language Processing (NLP) in Python

Datasets, SOTA results of every fields of Chinese NLP

Insightful Tutorials and Papers about Knowledge Graphs

DBpedia Spotlight is a tool for automatically annotating mentions of DBpedia resources in text.

INCEpTION provides a semantic annotation platform offering intelligent annotation assistance and knowledge management.

REBEL is a seq2seq model that simplifies Relation Extraction (EMNLP 2021).

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

Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey

CCKS 2019 中文短文本实体链指比赛技术创新奖解决方案

SpikeX - SpaCy Pipes for Knowledge Extraction

Recent trends of Entity Linking, Disambiguation, and Representation.

医药知识图谱自动问答系统实现，包括构建知识图谱、基于知识图谱的流水线问答以及前端实现。实体识别（基于词典+BERT_CRF）、实体链接（Sentence-BERT做匹配）、意图识别（基于提问词+领域词词典）。

This repository contains code and datasets related to entity/knowledge papers from the VERT (Versatile Entity Recognition & disambiguation Toolkit) project, by the Knowledge Computing group at Microsoft Research Asia (MSRA).

Entity linking system for Wikidata updated by your edits in real time

ReFinED is an efficient and accurate entity linking (EL) system.

The code for our paper "NSP-BERT: A Prompt-based Zero-Shot Learner Through an Original Pre-training Task —— Next Sentence Prediction"

GERBIL - General Entity annotatoR Benchmark

Strwythura: construct an entity-resolved knowledge graph from structured data sources and unstructured content sources, implementing an ontology pipeline, plus context engineering for optimizing AI application outcomes within a specific domain. This produces a Streamlit app, with MLOps instrumentation.

Entity Disambiguation as text extraction (ACL 2022)

Entity linking framework

A spaCy wrapper of Entity-Fishing (component) for named entity disambiguation and linking on Wikidata

Spark RDD with Lucene's query and entity linkage capabilities

Named Entity Recognition, Entity Linking, and more

Falcon 2.0 is a joint entity and relation linking tool over Wikidata.

MedType: Improving Medical Entity Linking with Semantic Type Prediction

Link Wikidata items to large catalogs

A spaCy wrapper of OpenTapioca for named entity linking on Wikidata

Multimodal entity linking (MEL) aims to utilize multimodal information to map mentions to corresponding entities defined in knowledge bases. We release three MEL datasets: Weibo-MEL, Wikidata-MEL and Richpedia-MEL, containing 25,602, 18,880 and 17,806 samples from social media, encyclopedia and multimodal knowledge graphs respectively. A MEL dataset construction approach is proposed, including five stages: multimodal information extraction, mention extraction, entity extraction, triple construction and dataset construction. Experiment results demonstrate the usability of the datasets and the distinguishability between baseline models.

CogIE: An Information Extraction Toolkit for Bridging Text and CogNet. ACL 2021

Entity linking, entity typing and relation extraction: Matching CSV to a Wikibase instance (e.g., Wikidata) via Meta-lookup