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 1951–1960 of 2974 papers

Title	Date	Tasks	Status
Context Graph	Jun 17, 2024	Knowledge GraphsQuestion Answering	—Unverified
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs	Mar 9, 2024	Conversational Question AnsweringDialogue Generation	—Unverified
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems	Dec 28, 2024	Knowledge GraphsRecommendation Systems	—Unverified
MPRM: A Markov Path-based Rule Miner for Efficient and Interpretable Knowledge Graph Reasoning	May 18, 2025	CPUKnowledge Graphs	—Unverified
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure	Dec 18, 2020	Drug DiscoveryGraph Representation Learning	—Unverified
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training	Mar 23, 2024	Knowledge GraphsMachine Reading Comprehension	—Unverified
Topic Modeling and Link-Prediction for Material Property Discovery	Jul 8, 2025	Knowledge GraphsLink Prediction	—Unverified
Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications	Jan 20, 2025	Drug DiscoveryKnowledge Graphs	—Unverified
MuCo-KGC: Multi-Context-Aware Knowledge Graph Completion	Mar 5, 2025	Knowledge Graph CompletionKnowledge Graphs	—Unverified
MulDE: Multi-teacher Knowledge Distillation for Low-dimensional Knowledge Graph Embeddings	Oct 14, 2020	Graph EmbeddingKnowledge Distillation	—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