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 1351–1360 of 2974 papers

Title	Date	Tasks	Status
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking	Apr 27, 2021	Fact CheckingKnowledge Graphs	—Unverified
Explainable GNN-Based Models over Knowledge Graphs	Sep 29, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Explainable Fact Checking with Probabilistic Answer Set Programming	Jun 21, 2019	Fact CheckingKnowledge Graphs	—Unverified
Explainable Entity-based Recommendations with Knowledge Graphs	Jul 12, 2017	Explainable RecommendationKnowledge Graphs	—Unverified
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs	Nov 20, 2021	Drug DiscoveryKnowledge Graphs	—Unverified
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings	Dec 1, 2016	Binary ClassificationGeneral Classification	—Unverified
A Semantic Filter Based on Relations for Knowledge Graph Completion	Nov 1, 2021	AttributeGraph Embedding	—Unverified
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration	Sep 16, 2024	Knowledge GraphsNER	—Unverified
A Constraint-based Recommender System via RDF Knowledge Graphs	Jul 20, 2023	Knowledge GraphsRecommendation Systems	—Unverified
Expanding Knowledge Graphs with Humans in the Loop	Dec 10, 2022	Knowledge Graphs	—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