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 1421–1430 of 2974 papers

Title	Date	Tasks	Status
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Jan 16, 2022	Knowledge GraphsQuestion Answering	—Unverified
Jointly Embedding Knowledge Graphs and Logical Rules	Nov 1, 2016	Graph EmbeddingKnowledge Graph Embedding	—Unverified
GREASE: A Generative Model for Relevance Search over Knowledge Graphs	Oct 11, 2019	Knowledge Graphs	—Unverified
Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network	Jun 1, 2021	graph constructionImplicit Relations	—Unverified
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes	May 3, 2022	Knowledge Graphs	—Unverified
Jointly Learning Knowledge Embedding and Neighborhood Consensus with Relational Knowledge Distillation for Entity Alignment	Jan 25, 2022	BenchmarkingEntity Alignment	—Unverified
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models	Apr 18, 2025	Knowledge GraphsRAG	—Unverified
Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding	May 1, 2015	Knowledge GraphsSpoken Dialogue Systems	—Unverified
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Nov 10, 2021	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing	May 22, 2024	Entity TypingKnowledge 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