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 361–370 of 2974 papers

Title	Date	Tasks	Status	Hype
Causal Inference in Finance: An Expertise-Driven Model for Instrument Variables Identification and Interpretation	Nov 26, 2024	Causal Inferencecounterfactual	—Unverified	0
Can LLMs be Good Graph Judge for Knowledge Graph Construction?	Nov 26, 2024	Denoisinggraph construction	CodeCode Available	1
Adapter-based Approaches to Knowledge-enhanced Language Models -- A Survey	Nov 25, 2024	General KnowledgeKnowledge Graphs	—Unverified	0
Deep Sparse Latent Feature Models for Knowledge Graph Completion	Nov 24, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Domain and Range Aware Synthetic Negatives Generation for Knowledge Graph Embedding Models	Nov 22, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Visualization of Knowledge Graphs with Embeddings: an Essay on Recent Trends and Methods	Nov 21, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Logic Augmented Generation	Nov 21, 2024	Knowledge Graphs	—Unverified	0
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective	Nov 21, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Neuro-Symbolic Query Optimization in Knowledge Graphs	Nov 21, 2024	Knowledge GraphsNavigate	—Unverified	0
KAAE: Numerical Reasoning for Knowledge Graphs via Knowledge-aware Attributes Learning	Nov 20, 2024	AttributeContrastive Learning	—Unverified	0

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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