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 1011–1020 of 2974 papers

Title	Date	Tasks	Status	Hype
NLQxform: A Language Model-based Question to SPARQL Transformer	Nov 8, 2023	Graph Question AnsweringKnowledge Graphs	CodeCode Available	0
Validating ChatGPT Facts through RDF Knowledge Graphs and Sentence Similarity	Nov 8, 2023	Knowledge GraphsSentence	—Unverified	0
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment	Nov 5, 2023	Caption GenerationCommon Sense Reasoning	CodeCode Available	1
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction	Nov 3, 2023	Knowledge GraphsLanguage Modelling	—Unverified	0
R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL	Nov 3, 2023	Knowledge GraphsNatural Language Queries	CodeCode Available	1
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based Games	Nov 3, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	0
Distance-Based Propagation for Efficient Knowledge Graph Reasoning	Nov 2, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	CodeCode Available	1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models	Nov 1, 2023	Clinical KnowledgeDiversity	CodeCode Available	1
EXTRACT: Explainable Transparent Control of Bias in Embeddings	Oct 31, 2023	Graph EmbeddingKnowledge Graph Embeddings	—Unverified	0

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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