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 561–570 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge Graphs	Oct 22, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models	Sep 29, 2020	Knowledge Graphs	CodeCode Available	1	5
Open Knowledge Graphs Canonicalization using Variational Autoencoders	Dec 8, 2020	ClusteringKnowledge Graphs	CodeCode Available	1	5
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection	Jul 26, 2022	DecoderKnowledge Graphs	CodeCode Available	1	5
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts	Mar 14, 2022	DiversityKnowledge Graphs	CodeCode Available	1	5
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge Awareness	Jul 1, 2020	Dialogue GenerationKnowledge Graphs	CodeCode Available	1	5
Adapters for Enhanced Modeling of Multilingual Knowledge and Text	Oct 24, 2022	Entity AlignmentKnowledge Graph Completion	CodeCode Available	1	5
DEER: Descriptive Knowledge Graph for Explaining Entity Relationships	May 21, 2022	BIG-bench Machine LearningDescriptive	CodeCode Available	1	5
KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and Completion	Apr 28, 2020	Knowledge GraphsTransfer Learning	CodeCode Available	1	5
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification	May 8, 2025	Knowledge GraphsRAG	CodeCode Available	1	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