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 141–150 of 2974 papers

Title	Date	Tasks	Status	Hype
GraphArena: Benchmarking Large Language Models on Graph Computational Problems	Jun 29, 2024	BenchmarkingHallucination	CodeCode Available	1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph	Jun 25, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs	Jun 20, 2024	Knowledge DistillationKnowledge Graphs	CodeCode Available	1
Knowledge Graph-Enhanced Large Language Models via Path Selection	Jun 19, 2024	HallucinationKnowledge Graphs	CodeCode Available	1
Wiki Entity Summarization Benchmark	Jun 12, 2024	Knowledge Graphs	CodeCode Available	1
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders	May 27, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Knowledge Graph Reasoning with Self-supervised Reinforcement Learning	May 22, 2024	Knowledge Graphsreinforcement-learning	CodeCode Available	1
Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization	May 14, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning	May 10, 2024	DecoderGeneralization Bounds	CodeCode Available	1

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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