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 2521–2530 of 2974 papers

Title	Date	Tasks	Status
Towards Improving the Explainability of Text-based Information Retrieval with Knowledge Graphs	Jan 17, 2023	Information RetrievalKnowledge Graphs	CodeCode Available
TechNet: Technology Semantic Network Based on Patent Data	Jun 2, 2019	Knowledge GraphsRetrieval	CodeCode Available
Content based News Recommendation via Shortest Entity Distance over Knowledge Graphs	May 24, 2019	ArticlesKnowledge Graphs	CodeCode Available
Quaternion Knowledge Graph Embeddings	Apr 23, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Do Language Models Perform Generalizable Commonsense Inference?	Jun 22, 2021	Knowledge Graphs	CodeCode Available
Large Language Models as Interpolated and Extrapolated Event Predictors	Jun 15, 2024	Knowledge GraphsQuestion Answering	CodeCode Available
QubitE: Qubit Embedding for Knowledge Graph Completion	Nov 16, 2021	Complex Query AnsweringKnowledge Graph Completion	CodeCode Available
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with Confidence	May 9, 2017	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph Construction	Aug 31, 2024	Articlesgraph construction	CodeCode Available
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available

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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