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 1121–1130 of 2974 papers

Title	Date	Tasks	Status
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion	Feb 13, 2024	Knowledge GraphsRepresentation Learning	—Unverified
Holistic Audit Dataset Generation for LLM Unlearning via Knowledge Graph Traversal and Redundancy Removal	Feb 26, 2025	Dataset GenerationKnowledge Graphs	—Unverified
Detection, Analysis, and Prediction of Research Topics with Scientific Knowledge Graphs	Jun 24, 2021	ArticlesKnowledge Graphs	—Unverified
Detecting the Adversarially-Learned Injection Attacks via Knowledge Graphs	Nov 15, 2024	Knowledge GraphsRecommendation Systems	—Unverified
An Ensemble-based approach for assigning text to correct Harmonized system code	Nov 8, 2022	Knowledge GraphsNER	—Unverified
Detecting text level intellectual influence with knowledge graph embeddings	Oct 31, 2024	ArticlesGraph Embedding	—Unverified
Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs	Mar 20, 2025	Decision MakingKnowledge Graphs	—Unverified
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs	Jun 10, 2024	Knowledge GraphsMulti-hop Question Answering	—Unverified
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset	Dec 3, 2024	Knowledge GraphsLanguage Modeling	—Unverified
Detecting and Adapting to Novelty in Games	Jun 4, 2021	Knowledge GraphsModel-based Reinforcement Learning	—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