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 1041–1050 of 2974 papers

Title	Date	Tasks	Status
Graph RAG for Legal Norms: A Hierarchical and Temporal Approach	Apr 29, 2025	Knowledge GraphsRAG	—Unverified
Bias in Conversational Search: The Double-Edged Sword of the Personalized Knowledge Graph	Oct 20, 2020	Conversational SearchKnowledge Graphs	—Unverified
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs	Dec 21, 2023	Document ClassificationKnowledge Graphs	—Unverified
An Inference Approach To Question Answering Over Knowledge Graphs	Dec 21, 2021	Knowledge GraphsQuestion Answering	—Unverified
Diversified and Adaptive Negative Sampling on Knowledge Graphs	Oct 10, 2024	Graph EmbeddingInformativeness	—Unverified
Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs	Dec 8, 2023	Knowledge GraphsLink Prediction	—Unverified
Adversarial Learning for Debiasing Knowledge Graph Embeddings	Jun 29, 2020	AttributeKnowledge Graph Embeddings	—Unverified
Distributed Graph Neural Network Training with Periodic Stale Representation Synchronization	May 31, 2022	Graph EmbeddingGraph Neural Network	—Unverified
Beyond the Surface: Uncovering Implicit Locations with LLMs for Personalized Local News	Feb 20, 2025	ArticlesClassification	—Unverified
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency	Oct 22, 2024	Knowledge GraphsQuestion Answering	—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