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 2671–2680 of 2974 papers

Title	Date	Tasks	Status
LogicRec: Recommendation with Users' Logical Requirements	Apr 23, 2023	Knowledge GraphsRecommendation Systems	CodeCode Available
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity Alignment	Jul 29, 2024	Entity AlignmentGraph Attention	CodeCode Available
Relational Graph Convolutional Networks Do Not Learn Sound Rules	Aug 14, 2024	Knowledge Graphs	CodeCode Available
A survey of embedding models of entities and relationships for knowledge graph completion	Mar 23, 2017	Knowledge Base CompletionKnowledge Graph Completion	CodeCode Available
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context Expansion	Oct 8, 2019	Conversational Question AnsweringKnowledge Graphs	CodeCode Available
Task-Oriented GNNs Training on Large Knowledge Graphs for Accurate and Efficient Modeling	Mar 9, 2024	Knowledge GraphsLink Prediction	CodeCode Available
Lost in Recursion: Mining Rich Event Semantics in Knowledge Graphs	Apr 25, 2024	Knowledge Graphs	CodeCode Available
DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning	Jul 20, 2017	DiversityGraph Embedding	CodeCode Available
GenIC: An LLM-Based Framework for Instance Completion in Knowledge Graphs	May 29, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Annotative Indexing	Nov 9, 2024	Entity RetrievalKnowledge 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