knowledge-graphs.md

Knowledge graphs

kglab is nice for building knowledge graphs.

Links

• Beam - Distributed knowledge graph store.
• Metacademy.org's application code
• Crowdsourced Comprehension: Predicting Prerequisite Structure in Wikipedia
• Grakn - Intelligent database - a knowledge graph. (Code)
• GraphSAGE - Inductive Representation Learning on Large Graphs.
• Grakn KGLIB (Knowledge Graph Library)
• Grakn Example Projects and Tutorials
• Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering (2019)
• Knowledge Graphs - How do you build your own? (2019)
• Resources to learn to implement Knowledge Graph (2020)
• TopicDB - Topic map-based graph library (using PostgreSQL for persistence).
• Joint Embedding in Named Entity Linking on Sentence Level
• Knowledge Graphs (2020) (HN) (HN)
• Combining knowledge graphs, quickly and accurately (2020)
• Akutan - Distributed knowledge graph store, sometimes called an RDF store or a triple store.
• Global domain mind map tool build on top of IPFS and IPLD
• ConvE - Convolutional 2D Knowledge Graph Embeddings resources.
• Datasets for Knowledge Graph Completion with Textual Information about Entities
• Knowledge Graph Radar - Keep track of interesting things in the knowledge graph space.
• dstlr - Scalable knowledge graph construction from unstructured text.
• WikiRank - Investigation into performing PageRank on Wikipedia articles in order to quantify influence of different items.
• Knowledge Graph Navigator - macOS application is an intelligent interface for exploring Knowledge Graphs.
• Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering (2020)
• Extracting Structured Data from Templatic Documents (2020) (HN)
• Knowledge Search - Graph-based knowledge search engine powered by Wikipedia. (Code)
• Low-Dimensional Hyperbolic Knowledge Graph Embeddings (ACL 2020)
• Underlay - Free and open source system for structuring, storing, and aggregating open, distributed graph data. Its goal is to make machine-readable public knowledge accessible to all as a public good. (Lobsters) (GitHub)
• ARC Protocol - Describes assertions, reduction, and collections for the Underlay.
• Knowledge Futures Group - Builds technology for the production, curation, and preservation of knowledge in service of the public good.
• w2g - World Wide Graph: A memex for semantic notetaking. (Web)
• Khan Academy knowledge map editor tool
• Amazon’s open-source tools make embedding knowledge graphs much more efficient (2020)
• An Introduction to Natural Language Processing with Python for SEOs (2020)
• Deep Learning for Knowledge Graph Embeddings (2020)
• Wikimedia Research/Showcase
• Knowledge Gaps Index/Taxonomy
• Wikimedia Research Showcase (2020)
• LUKE - Language Understanding with Knowledge-based Embeddings.
• mkb - Library dedicated to knowledge graph embeddings.
• Gentle introduction to the Wikidata Query Service (HN)
• wikibase-cli - Read and edit a Wikibase instance from the command line.
• Web hub based on Wikidata - Let's you craft URLs to go from an origin to a destination on the web, at the condition that you provide enough information on those points to be identified within Wikidata. (Web)
• Wikidata - Free and open knowledge base that can be read and edited by both humans and machines.
• Ontology Log - Attempt to provide a rigorous mathematical framework for knowledge representation, construction of scientific models and data storage using category theory.
• MPqa - Complex Question Answering over Knowledge Graphs.
• LibKGE - PyTorch-based library for efficient training, evaluation, and hyperparameter optimization of knowledge graph embeddings.
• Get psyched about mapping knowledge
• CoDEx - Set of knowledge graph Completion Datasets Extracted from Wikidata and Wikipedia.
• PyKEEN (Python KnowlEdge EmbeddiNgs) - Python package designed to train and evaluate knowledge graph embedding models (incorporating multi-modal information). (Web)
• MediKanren - System for Bio-Medical Reasoning. (Video)
• Atomic Search - Using NLP to create self-evolving, searchable knowledge graphs. (Twitter)
• Awesome Knowledge Graph Question Answering
• Awesome Knowledge Graph Learning
• REGAL: Representation Learning-based Graph Alignment (2018)
• Query2box - Reasoning over Knowledge Graphs in Vector Space Using Box Embeddings.
• Underlay - World’s distributed knowledge graph. (Code) (GitHub)
• Styx - Experimental graph store. Key/value store, where the keys are RDF IRI terms and the values are RDF datasets.
• Knowledge Graphs in NLP Emnlp 2020
• StarE - Message Passing for Hyper-Relational Knowledge Graphs.
• Sci-Map.org - Open and collaborative learning map.
• ConceptNet - Open, multilingual knowledge graph. (Code) (Blog)
• Knowledge Graphs Research - Collection of knowledge graph papers, codes, and reading notes.
• TorchKGE - Knowledge Graph embedding in Python and PyTorch.
• kgextension - Knowledge Graph Extension for Python. (Docs)
• Top-conference Papers on Knowledge Graphs
• Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction (2020) (Code)
• Knowledge Graphs (2021)
• Wikipedia @ 20: Stories of an Incomplete Revolution (2020)
• WikiCite data - Extract, transform, and analyze bibliographic data from Wikidata dumps. (Statistics)
• Building a Knowledge Graph (Cheaply) (2021)
• Knowledge Graphs with Inductive Logic Programming (2021)
• Knowledge Graphs ICLR 2021: Your guide to KG-related research in ML
• KELM: Integrating Knowledge Graphs with Language Model Pre-Training Corpora (2021) (HN)
• An Introduction to Knowledge Graphs (2021) (HN)
• Language Models are Open Knowledge Graphs (2020) (Code)
• KgBase - No-code knowledge graphs.
• Re-evaluation of Knowledge Graph Completion Methods (2020)
• Query Embedding on Hyper-relational Knowledge Graphs (2021) (Code)
• Improving Hyper-Relational Knowledge Graph Completion (2021)
• NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs (2021) (Code)
• WikipediaQL - Query language for efficient data extraction from Wikipedia. (HN)
• WikiGraphs Dataset - Dataset of Wikipedia articles each paired with a knowledge graph.
• Why Young Developers Don’t Get Knowledge Graphs (2021) (HN)
• AmpliGraph - Python library for Representation Learning on Knowledge Graphs. (Docs)
• KGAT: Knowledge Graph Attention Network for Recommendation (Code)
• RelationalAI - Relational Knowledge Graphs. (GitHub)
• RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space (2019) (Code)
• Creating Knowledge Graphs Subsets using Shape Expressions (2021) (Tweet)
• Wikimedia Enterprise - Modern REST APIs for Wikimedia Projects. (Article) (HN)
• Geometric Graphs - Generate knowledge graphs with interesting geometries, like lattices.
• Relation Prediction as an Auxiliary Training Objective for Knowledge Graph Completion (2021)
• wikitextprocessor - Python package for WikiMedia dump processing (Wiktionary, Wikipedia etc).
• How to Build a Knowledge Graph with Neo4J and Transformers (2021)
• RaiseWikibase - Knowledge graph construction: Fast inserts into a Wikibase instance.
• Wikibase knowledge graphs
• Comunica - Knowledge graph querying framework for JavaScript. (Web)
• Embedding Multimodal Relational Data for Knowledge Base Completion (2018) (Code)
• Reflections of knowledge: Designing Web APIs for sustainable interactions within decentralized knowledge graph ecosystems (2021)
• Answering Complex Questions by Combining Information from Curated and Extracted Knowledge Bases (2020)
• Espial - Engine for automated organization and discovery of personal knowledge.
• BioKG - Knowledge graph for relational learning on biological data.
• Logic Tensor Networks (LTN) - Neurosymbolic framework that supports querying, learning and reasoning with both rich data and rich abstract knowledge about the world.
• kglab - Provides a simple abstraction layer in Python for building knowledge graphs.
• Knowledge Graph Toolkit (KGTK)
• Awesome Drug Discovery Knowledge Graphs
• An Open Challenge for Inductive Link Prediction on Knowledge Graphs (2022) (Code)
• Wikidata Data Reuse Days 2022
• Bridging Knowledge Graphs to Generate Scene Graphs (2020) (Code)
• spaCy ANN Linker - SpaCy pipeline component for generating spaCy KnowledgeBase Alias Candidates for Entity Linking.
• Text Generation from Knowledge Graphs with Graph Transformers (2019) (Code)
• KBLRN : End-to-End Learning of Knowledge Base Representations with Latent, Relational, and Numerical Features (2017) (Code)
• wikicodex - Knowledge graph traversal interface for Wikipedia.
• LinkedDataHub - Open source software you can use to manage data, create visualizations and build apps on RDF Knowledge Graphs.
• System Graph - Free, open, and living public resource that aims to explain how anything in the world is connected to everything else.
• Knowledge Infused Decoding (2021) (Code)
• Unigraph - Organize, relate, and discover everything in your life on your knowledge graph, all in one workspace. (Twitter)
• Relationship extraction for knowledge graph creation from biomedical literature (2022)
• Awesome Knowledge Graph
• What if we had google maps but for navigating information space?
• OpenTapioca - Entity linking system for Wikidata updated by your edits in real time.
• Side - Effort to improve citations on Wikipedia.
• muKG - Library for Multi-source Knowledge Graph Embeddings and Applications.
• Artifact Friend Finder (AFF) Knowledge Graph
• Graphster - Spark-based library that helps construct and query knowledge graphs from unstructured and structured data.
• KGene - Knowledge graph generation from web crawled natural language.
• Deep Bidirectional Language-Knowledge Graph Pretraining (2022) (Code)
• Mintter - Decentralized knowledge collaboration application for open communities powered by a knowledge graph. (Code)
• Inductive Logical Query Answering in Knowledge Graphs (2022) (Code)
• Noosphere, a protocol for thought (2022)