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 1321–1330 of 2974 papers

Title	Date	Tasks	Status
Joint Embedding Learning of Educational Knowledge Graphs	Nov 20, 2019	General Knowledgegraph construction	—Unverified
In-Context Learning with Topological Information for Knowledge Graph Completion	Dec 11, 2024	In-Context LearningInformation Retrieval	—Unverified
Jointly Embedding Knowledge Graphs and Logical Rules	Nov 1, 2016	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Incorporating Connections Beyond Knowledge Embeddings: A Plug-and-Play Module to Enhance Commonsense Reasoning in Machine Reading Comprehension	Mar 26, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Growing and Serving Large Open-domain Knowledge Graphs	May 16, 2023	Entity LinkingFact Verification	—Unverified
AutoWeird: Weird Translational Scoring Function Identified by Random Search	Jul 24, 2022	AttributeKnowledge Graphs	—Unverified
Grounding LLM Reasoning with Knowledge Graphs	Feb 18, 2025	Knowledge GraphsQuestion Answering	—Unverified
Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Prediction	Apr 10, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Jan 16, 2022	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers	Apr 29, 2025	Data AugmentationKnowledge 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