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 226–250 of 2974 papers

Title	Date	Tasks	Status	Hype
Complex Temporal Question Answering on Knowledge Graphs	Sep 18, 2021	16kEntity Embeddings	CodeCode Available	1
Complex Logical Reasoning over Knowledge Graphs using Large Language Models	May 2, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over Wikidata	May 23, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
Explainable Link Prediction for Emerging Entities in Knowledge Graphs	May 1, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Graph Neural Networks with Learnable Structural and Positional Representations	Oct 15, 2021	Graph RegressionKnowledge Graphs	CodeCode Available	1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs	May 16, 2025	Information RetrievalKnowledge Graphs	CodeCode Available	1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine Learning	Jul 30, 2024	Knowledge GraphsNode Classification	CodeCode Available	1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints	May 30, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP Education	Jul 15, 2024	graph constructionKnowledge Graphs	CodeCode Available	1
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformers	Mar 30, 2021	Dialogue GenerationGoal-Oriented Dialogue Systems	CodeCode Available	1
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level	May 11, 2023	AttributeKnowledge Graphs	CodeCode Available	1
ASER: A Large-scale Eventuality Knowledge Graph	May 1, 2019	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs	Jan 27, 2025	Decision MakingKnowledge Graphs	CodeCode Available	1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs	Oct 26, 2021	Knowledge GraphsNegation	CodeCode Available	1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
A Simple Approach to Case-Based Reasoning in Knowledge Bases	Jun 25, 2020	Knowledge GraphsMeta-Learning	CodeCode Available	1
How to Train Your Agent to Read and Write	Jan 4, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using Literals	Jan 24, 2022	ArticlesBlocking	CodeCode Available	1
ComFact: A Benchmark for Linking Contextual Commonsense Knowledge	Oct 23, 2022	Knowledge GraphsResponse Generation	CodeCode Available	1
Hyperbolic Deep Neural Networks: A Survey	Jan 12, 2021	Knowledge GraphsRepresentation Learning	CodeCode Available	1
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph Completion	Aug 12, 2023	AttributeKnowledge Graph Completion	CodeCode Available	1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models	Jul 18, 2023	Entity AlignmentEntity Embeddings	CodeCode Available	1
Common Sense Enhanced Knowledge-based Recommendation with Large Language Model	Mar 27, 2024	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1
A Universal Question-Answering Platform for Knowledge Graphs	Mar 1, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph	Jun 25, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1

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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