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 1301–1310 of 2974 papers

Title	Date	Tasks	Status
Improving Image Captioning by Leveraging Knowledge Graphs	Jan 25, 2019	Image CaptioningKnowledge Graphs	—Unverified
Guiding Generative Storytelling with Knowledge Graphs	May 30, 2025	Knowledge GraphsRAG	—Unverified
Guided Generation of Cause and Effect	Jul 21, 2021	Conditional Text GenerationKnowledge Graphs	—Unverified
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs	Aug 12, 2022	Community DetectionGraph Mining	—Unverified
Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding	Jun 7, 2022	Graph EmbeddingKnowledge Distillation	—Unverified
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning	May 9, 2024	Graph Neural NetworkKnowledge Graphs	—Unverified
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training	Dec 8, 2021	Entity AlignmentGraph Representation Learning	—Unverified
Improving Molecule Generation and Drug Discovery with a Knowledge-enhanced Generative Model	Feb 13, 2024	Drug DiscoveryKnowledge Graph Embeddings	—Unverified
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations	Oct 2, 2019	Knowledge Graphs	—Unverified
Is Complex Query Answering Really Complex?	Oct 16, 2024	Complex Query 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