Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
A Review of Relational Machine Learning for Knowledge Graphs	Mar 2, 2015	BIG-bench Machine LearningKnowledge Graphs	CodeCode Available	2	5
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT	Apr 10, 2023	Community DetectionGraph Classification	CodeCode Available	2	5
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering	Jan 21, 2022	Knowledge GraphsMedical Question Answering	CodeCode Available	2	5
Knowledge Graphs	Mar 4, 2020	Knowledge Graphs	CodeCode Available	2	5
An Open-Source Knowledge Graph Ecosystem for the Life Sciences	Jul 11, 2023	Knowledge Graphs	CodeCode Available	2	5
PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips	Sep 7, 2023	BenchmarkingKnowledge Graphs	CodeCode Available	2	5
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs	Aug 6, 2024	Knowledge GraphsNatural Language Queries	CodeCode Available	2	5
Graph Language Models	Jan 13, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2	5
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning	Oct 16, 2024	In-Context LearningKnowledge Graphs	CodeCode Available	2	5
FinDKG: Dynamic Knowledge Graphs with Large Language Models for Detecting Global Trends in Financial Markets	Jul 15, 2024	ArticlesKnowledge Graphs	CodeCode Available	2	5

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified