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 2421–2430 of 2974 papers

Title	Date	Tasks	Status
RiTeK: A Dataset for Large Language Models Complex Reasoning over Textual Knowledge Graphs	Oct 17, 2024	Knowledge GraphsRetrieval	—Unverified
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods	Nov 30, 2022	Knowledge GraphsQuestion Answering	—Unverified
Accelerating Road Sign Ground Truth Construction with Knowledge Graph and Machine Learning	Dec 4, 2020	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Robust NL-to-Cypher Translation for KBQA: Harnessing Large Language Model with Chain of Prompts	Oct 28, 2023	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
A Practice of Tourism Knowledge Graph Construction based on Heterogeneous Information	Oct 1, 2020	graph constructionKnowledge Graphs	—Unverified
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation	Oct 20, 2023	Conversational Question AnsweringDeep Reinforcement Learning	—Unverified
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models	May 18, 2025	Diversityknowledge editing	—Unverified
Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement	Dec 13, 2021	Knowledge GraphsReading Comprehension	—Unverified
Roof-BERT: Divide Understanding Labour and Join in Work	Jan 16, 2022	Knowledge GraphsReading Comprehension	—Unverified
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space	Oct 1, 2022	Computational EfficiencyGraph Embedding	—Unverified

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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