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 51–75 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities	May 22, 2023	Event Extractiongraph construction	CodeCode Available	2	5
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAG	Feb 13, 2025	Knowledge GraphsLarge Language Model	CodeCode Available	2	5
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering	Jan 21, 2022	Knowledge GraphsMedical Question Answering	CodeCode Available	2	5
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models	Aug 17, 2023	Decision MakingHallucination	CodeCode Available	2	5
PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips	Sep 7, 2023	BenchmarkingKnowledge Graphs	CodeCode Available	2	5
Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models	Mar 4, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	2	5
Nemo: First Glimpse of a New Rule Engine	Aug 30, 2023	Knowledge Graphs	CodeCode Available	2	5
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs	Feb 25, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	2	5
Assessing SPARQL capabilities of Large Language Models	Sep 9, 2024	BenchmarkingKnowledge Graphs	CodeCode Available	2	5
OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language Models	Feb 26, 2025	In-Context LearningKnowledge Graphs	CodeCode Available	2	5
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs	Oct 31, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2	5
LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph Embeddings	Oct 1, 2022	Graph Representation LearningKnowledge Graph Completion	CodeCode Available	2	5
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs	Aug 6, 2024	Knowledge GraphsNatural Language Queries	CodeCode Available	2	5
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion	May 4, 2022	Information RetrievalKnowledge Graph Completion	CodeCode Available	2	5
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques	Mar 9, 2024	Knowledge GraphsLong Form Question Answering	CodeCode Available	2	5
Graph Foundation Models: A Comprehensive Survey	May 21, 2025	Graph LearningKnowledge Graphs	CodeCode Available	2	5
Graph Language Models	Jan 13, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2	5
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering	Apr 23, 2024	Graph Question AnsweringHallucination	CodeCode Available	2	5
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment	Feb 16, 2024	Entity AlignmentGraph Neural Network	CodeCode Available	2	5
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT	Apr 10, 2023	Community DetectionGraph Classification	CodeCode Available	2	5
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge Graphs	Oct 17, 2022	Knowledge Graphs	CodeCode Available	2	5
Ekar: An Explainable Method for Knowledge Aware Recommendation	Jun 22, 2019	Knowledge-Aware RecommendationKnowledge Graphs	CodeCode Available	2	5
Deep Bidirectional Language-Knowledge Graph Pretraining	Oct 17, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	2	5
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning	Oct 16, 2024	In-Context LearningKnowledge Graphs	CodeCode Available	2	5
DISC-MedLLM: Bridging General Large Language Models and Real-World Medical Consultation	Aug 28, 2023	Knowledge Graphs	CodeCode Available	2	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