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 81–90 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAG	Feb 13, 2025	Knowledge GraphsLarge Language Model	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
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
Knowledge Graphs	Mar 4, 2020	Knowledge Graphs	CodeCode Available	2	5
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting	Nov 26, 2020	Knowledge GraphsRepresentation Learning	CodeCode Available	2	5
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities	May 26, 2025	Knowledge GraphsNatural Language Understanding	CodeCode Available	2	5
Boosting Knowledge Graph Generation from Tabular Data with RML Views	May 22, 2023	Data IntegrationGraph Generation	CodeCode Available	2	5
Nemo: First Glimpse of a New Rule Engine	Aug 30, 2023	Knowledge Graphs	CodeCode Available	2	5
Biomedical knowledge graph-optimized prompt generation for large language models	Nov 29, 2023	BenchmarkingKnowledge Graphs	CodeCode Available	2	5
Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization	Jun 3, 2022	Knowledge Graphs	CodeCode Available	1	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