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 791–800 of 2974 papers

Title	Date	Tasks	Status
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs	Jan 13, 2024	Anomaly DetectionEdge-computing	—Unverified
Edge: Enriching Knowledge Graph Embeddings with External Text	Apr 11, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Explainable Session-based Recommendation via Path Reasoning	Feb 28, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	—Unverified
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs	Oct 27, 2024	Entity AlignmentKnowledge Graphs	—Unverified
Dynamic Few-Shot Learning for Knowledge Graph Question Answering	Jul 1, 2024	Few-Shot LearningGraph Question Answering	—Unverified
Dynamic Fault Analysis in Substations Based on Knowledge Graphs	Nov 22, 2023	Knowledge Graphs	—Unverified
Efficient and Scalable Neural Symbolic Search for Knowledge Graph Complex Query Answering	May 13, 2025	Complex Query AnsweringKnowledge Graphs	—Unverified
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs	Oct 1, 2018	Abusive LanguageBIG-bench Machine Learning	—Unverified
A Framework for Institutional Risk Identification using Knowledge Graphs and Automated News Profiling	Sep 19, 2021	Knowledge Graphs	—Unverified
DURENDAL: Graph deep learning framework for temporal heterogeneous networks	Sep 30, 2023	Deep LearningGraph Learning	—Unverified

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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