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 676–700 of 2974 papers

Title	Date	Tasks	Status	Score
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMs	Jan 24, 2025	Knowledge GraphsMedical Question Answering	CodeCode Available	5
A Hierarchical N-Gram Framework for Zero-Shot Link Prediction	Apr 16, 2022	Knowledge GraphsLink Prediction	CodeCode Available	5
CausalLP: Learning causal relations with weighted knowledge graph link prediction	Apr 23, 2024	Causal DiscoveryGraph Embedding	CodeCode Available	5
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge Graphs	Jun 16, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available	5
KGMark: A Diffusion Watermark for Knowledge Graphs	May 29, 2025	Knowledge Graphs	CodeCode Available	5
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks	Mar 2, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text Generation	Feb 2, 2024	Knowledge GraphsText Generation	CodeCode Available	5
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available	5
TechNet: Technology Semantic Network Based on Patent Data	Jun 2, 2019	Knowledge GraphsRetrieval	CodeCode Available	5
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
Knowledge Base Completion: Baseline strikes back (Again)	May 2, 2020	AllKnowledge Base Completion	CodeCode Available	5
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available	5
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available	5
CAFE: Knowledge graph completion using neighborhood-aware features	May 18, 2021	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical Literature	Sep 11, 2023	Articlesgraph construction	CodeCode Available	5
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge Graphs	Jun 5, 2023	Entity AlignmentKnowledge Distillation	CodeCode Available	5
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge Aggregation	May 10, 2023	Dialogue GenerationGraph Attention	CodeCode Available	5
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	5
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge Graphs	Jun 29, 2020	Inductive knowledge graph completionKnowledge Graphs	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5

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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