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 2841–2850 of 2974 papers

Title	Date	Tasks	Status
Multi-view Knowledge Graph Embedding for Entity Alignment	Jun 6, 2019	Entity AlignmentGraph Embedding	CodeCode Available
EvoLearner: Learning Description Logics with Evolutionary Algorithms	Nov 8, 2021	BenchmarkingEvolutionary Algorithms	CodeCode Available
Contextualized Structural Self-supervised Learning for Ontology Matching	Oct 5, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Mutually Guided Few-shot Learning for Relational Triple Extraction	Jun 23, 2023	Cross-Domain Few-ShotDecoder	CodeCode Available
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs	Apr 23, 2025	Decision MakingKnowledge Graphs	CodeCode Available
Sangrahaka: A Tool for Annotating and Querying Knowledge Graphs	Jul 6, 2021	Knowledge GraphsNatural Language Queries	CodeCode Available
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation System	Apr 10, 2023	Decision MakingKnowledge Graphs	CodeCode Available
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance data	Nov 5, 2022	Knowledge GraphsNamed Entity Recognition (NER)	CodeCode Available
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering	Mar 5, 2024	FormKnowledge Graphs	CodeCode Available
What Does My QA Model Know? Devising Controlled Probes using Expert Knowledge	Dec 31, 2019	General KnowledgeKnowledge Graphs	CodeCode Available

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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