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 2801–2810 of 2974 papers

Title	Date	Tasks	Status
SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs	Jul 17, 2025	Graph EmbeddingGraph Representation Learning	—Unverified
Analysis of Drug repurposing Knowledge graphs for Covid-19	Dec 7, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Generating Fake Cyber Threat Intelligence Using Transformer-Based Models	Feb 8, 2021	Data PoisoningKnowledge Graphs	—Unverified
Analysing the Requirements for an Open Research Knowledge Graph: Use Cases, Quality Requirements and Construction Strategies	Feb 11, 2021	ArticlesKnowledge Graphs	—Unverified
Detecting text level intellectual influence with knowledge graph embeddings	Oct 31, 2024	ArticlesGraph Embedding	—Unverified
Generating Knowledge Graphs from Large Language Models: A Comparative Study of GPT-4, LLaMA 2, and BERT	Dec 10, 2024	Knowledge GraphsSemantic Similarity	—Unverified
Detecting and Adapting to Novelty in Games	Jun 4, 2021	Knowledge GraphsModel-based Reinforcement Learning	—Unverified
Generating Natural Language Question-Answer Pairs from a Knowledge Graph Using a RNN Based Question Generation Model	Apr 1, 2017	Knowledge GraphsQuestion Answering	—Unverified
Generating Reliable Adverse event Profiles for Health through Automated Integrated Data (GRAPH-AID): A Semi-Automated Ontology Building Approach	Jun 25, 2025	Knowledge Graphs	—Unverified
Snowman: A Million-scale Chinese Commonsense Knowledge Graph Distilled from Foundation Model	Jun 17, 2023	Knowledge Graphs	—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