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 751–775 of 2974 papers

Title	Date	Tasks	Status	Score
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types	Feb 2, 2023	Inductive Link PredictionKnowledge Graph Completion	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
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented Generation	May 15, 2025	graph constructionHallucination	CodeCode Available	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	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
KBGAN: Adversarial Learning for Knowledge Graph Embeddings	Nov 11, 2017	Graph EmbeddingKnowledge Base Completion	CodeCode Available	5
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Apr 8, 2022	ArticlesKnowledge Graphs	CodeCode Available	5
Do Language Models Perform Generalizable Commonsense Inference?	Jun 22, 2021	Knowledge Graphs	CodeCode Available	5
Binarized Knowledge Graph Embeddings	Feb 8, 2019	Knowledge Graph CompletionKnowledge Graph Embeddings	CodeCode Available	5
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with Confidence	May 9, 2017	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available	5
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?	Apr 4, 2024	Knowledge GraphsRecommendation Systems	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
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	5
Dual Policy Learning for Aggregation Optimization in Graph Neural Network-based Recommender Systems	Feb 21, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	5
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	5
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling	May 4, 2019	AI AgentKnowledge Graphs	CodeCode Available	5
Annotative Indexing	Nov 9, 2024	Entity RetrievalKnowledge Graphs	CodeCode Available	5
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking	Jun 21, 2023	Entity LinkingEntity Retrieval	CodeCode Available	5
Jointly Learning Propagating Features on the Knowledge Graph for Movie Recommendation	Aug 22, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language Models	May 8, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpedia	May 3, 2021	Knowledge GraphsMovie Recommendation	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