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 1211–1220 of 2974 papers

Title	Date	Tasks	Status	Score
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
Augmenting Neural Machine Translation with Knowledge Graphs	Feb 23, 2019	Knowledge GraphsMachine Translation	CodeCode Available	5
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases	May 14, 2025	Knowledge GraphsMulti-hop Question Answering	CodeCode Available	5
i-Align: an interpretable knowledge graph alignment model	Aug 26, 2023	Knowledge Graphsmodel	CodeCode Available	5
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available	5
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Knowledge Hypergraphs: Prediction Beyond Binary Relations	Jun 1, 2019	Entity EmbeddingsKnowledge Graph Completion	CodeCode Available	5
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for Recommendation	Oct 10, 2024	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Cross-lingual Entity Alignment with Incidental Supervision	May 1, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low Dimensions	Apr 28, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5

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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