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 2571–2580 of 2974 papers

Title	Date	Tasks	Status
Learning Rules from KGs Guided by Language Models	Sep 12, 2024	Knowledge Graphs	CodeCode Available
Learning Semantic Association Rules from Internet of Things Data	Dec 4, 2024	Knowledge Graphs	CodeCode Available
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking	Jun 21, 2023	Entity LinkingEntity Retrieval	CodeCode Available
Learning Sequence Encoders for Temporal Knowledge Graph Completion	Sep 10, 2018	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge Graphs	Dec 23, 2024	Extreme SummarizationKnowledge Graphs	CodeCode Available
Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational Recommendation	Dec 1, 2020	Conversational RecommendationKnowledge Graphs	CodeCode Available
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language Pretraining	Dec 1, 2023	Knowledge Graphs	CodeCode Available
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge Graphs	Nov 21, 2022	Inductive Link PredictionKnowledge Graphs	CodeCode Available
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion	Apr 27, 2022	Entity EmbeddingsGraph Embedding	CodeCode Available
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion	Jul 1, 2022	Entity EmbeddingsGraph Embedding	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