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 231–240 of 2974 papers

Title	Date	Tasks	Status	Hype
Common Sense Enhanced Knowledge-based Recommendation with Large Language Model	Mar 27, 2024	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine Learning	Jul 30, 2024	Knowledge GraphsNode Classification	CodeCode Available	1
A Self-supervised Method for Entity Alignment	Jun 17, 2021	Contrastive LearningEntity Alignment	CodeCode Available	1
Graph Neural Networks with Learnable Structural and Positional Representations	Oct 15, 2021	Graph RegressionKnowledge Graphs	CodeCode Available	1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints	May 30, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Graphusion: A RAG Framework for Knowledge Graph Construction with a Global Perspective	Oct 23, 2024	graph constructionKnowledge Graphs	CodeCode Available	1
ASER: A Large-scale Eventuality Knowledge Graph	May 1, 2019	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
CODER: Knowledge infused cross-lingual medical term embedding for term normalization	Nov 5, 2020	Contrastive LearningKnowledge Graphs	CodeCode Available	1
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1

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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