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 2341–2350 of 2974 papers

Title	Date	Tasks	Status
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs	Aug 2, 2024	AttributeEntity Alignment	—Unverified
Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs	Jun 12, 2018	Knowledge Base CompletionKnowledge Graphs	—Unverified
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs	Aug 14, 2024	Information RetrievalKnowledge Graphs	—Unverified
Reducing Hallucinations in Language Model-based SPARQL Query Generation Using Post-Generation Memory Retrieval	Feb 19, 2025	Information RetrievalKnowledge Graphs	—Unverified
REFRACTIVE: An Open Source Tool to Extract Knowledge from Syntactic and Semantic Relations	May 1, 2014	Knowledge GraphsRelation Extraction	—Unverified
Rehearsing Answers to Probable Questions with Perspective-Taking	Sep 27, 2024	Common Sense ReasoningKnowledge Graphs	—Unverified
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion	Jan 16, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
What can knowledge graph alignment gain with Neuro-Symbolic learning approaches?	Oct 11, 2023	Knowledge Graphs	—Unverified
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs	Apr 19, 2024	Knowledge Graphsreinforcement-learning	—Unverified
UH-PRHLT at SemEval-2016 Task 3: Combining Lexical and Semantic-based Features for Community Question Answering	Jul 30, 2018	Community Question AnsweringKnowledge 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