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 31–40 of 2974 papers

Title	Date	Tasks	Status	Hype
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs	Mar 14, 2022	BenchmarkingGraph Embedding	CodeCode Available	3
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities	May 26, 2025	Knowledge GraphsNatural Language Understanding	CodeCode Available	2
Managing FAIR Knowledge Graphs as Polyglot Data End Points: A Benchmark based on the rdf2pg Framework and Plant Biology Data	May 23, 2025	Knowledge GraphsManagement	CodeCode Available	2
Graph Foundation Models: A Comprehensive Survey	May 21, 2025	Graph LearningKnowledge Graphs	CodeCode Available	2
Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMs	May 12, 2025	AI AgentKnowledge Distillation	CodeCode Available	2
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents	Apr 22, 2025	Knowledge GraphsMinecraft	CodeCode Available	2
OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language Models	Feb 26, 2025	In-Context LearningKnowledge Graphs	CodeCode Available	2
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation	Feb 16, 2025	graph constructionKnowledge Graphs	CodeCode Available	2
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAG	Feb 13, 2025	Knowledge GraphsLarge Language Model	CodeCode Available	2
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment	Feb 10, 2025	ArticlesKnowledge Graphs	CodeCode Available	2

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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