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 1171–1180 of 2974 papers

Title	Date	Tasks	Status	Score
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory Search	Oct 8, 2023	ArticlesConversational Search	CodeCode Available	5
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks	Apr 20, 2021	Knowledge Graphs	CodeCode Available	5
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
Content based News Recommendation via Shortest Entity Distance over Knowledge Graphs	May 24, 2019	ArticlesKnowledge Graphs	CodeCode Available	5
Connector 0.5: A unified framework for graph representation learning	Apr 25, 2023	Graph EmbeddingGraph Generation	CodeCode Available	5
i-Align: an interpretable knowledge graph alignment model	Aug 26, 2023	Knowledge Graphsmodel	CodeCode Available	5
Knowledge Graphs meet Moral Values	Dec 1, 2020	Knowledge Graphs	CodeCode Available	5
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity Alignment	May 19, 2023	AttributeEntity Alignment	CodeCode Available	5
Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs	Aug 31, 2019	Knowledge Graphs	CodeCode Available	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