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 1151–1175 of 2974 papers

Title	Date	Tasks	Status	Score
ActiveEA: Active Learning for Neural Entity Alignment	Oct 13, 2021	Active LearningEntity Alignment	CodeCode Available	5
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of Explanation	Sep 9, 2021	Explainable Artificial Intelligence (XAI)Knowledge Graphs	CodeCode Available	5
Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs	Aug 31, 2019	Knowledge Graphs	CodeCode Available	5
Incorporating Literals into Knowledge Graph Embeddings	Feb 3, 2018	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available	5
Conversational Semantic Parsing using Dynamic Context Graphs	May 4, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	5
Cycle Representation Learning for Inductive Relation Prediction	Oct 6, 2021	Graph Representation LearningInductive Relation Prediction	CodeCode Available	5
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs	Nov 7, 2019	Knowledge Graphs	CodeCode Available	5
Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs	Jul 5, 2025	Graph Neural NetworkInformation Retrieval	CodeCode Available	5
Improving Knowledge Graph Embedding Using Simple Constraints	May 7, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation Learning	Jun 11, 2024	Knowledge GraphsLogical Reasoning	CodeCode Available	5
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed Dialogues	Oct 19, 2023	Dialogue UnderstandingEmotional Intelligence	CodeCode Available	5
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning	Apr 2, 2023	Few-Shot LearningInductive Learning	CodeCode Available	5
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning	Nov 8, 2022	Contrastive LearningKnowledge Graphs	CodeCode Available	5
Improving Hyper-Relational Knowledge Graph Completion	Apr 16, 2021	Computational EfficiencyGraph Neural Network	CodeCode Available	5
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy Tasks	May 31, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via Adapters	Jul 1, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	5
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory Search	Oct 8, 2023	ArticlesConversational Search	CodeCode Available	5
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks	Apr 20, 2021	Knowledge Graphs	CodeCode Available	5
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available	5
Content based News Recommendation via Shortest Entity Distance over Knowledge Graphs	May 24, 2019	ArticlesKnowledge Graphs	CodeCode Available	5
Connector 0.5: A unified framework for graph representation learning	Apr 25, 2023	Graph EmbeddingGraph Generation	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	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