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 2711–2720 of 2974 papers

Title	Date	Tasks	Status
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs	Mar 21, 2018	Graph Neural NetworkKnowledge Graphs	CodeCode Available
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge Graphs	Jul 9, 2023	Argument MiningKnowledge Graphs	CodeCode Available
medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs	Jun 20, 2024	DiagnosticKnowledge Graphs	CodeCode Available
Generating Faithful and Salient Text from Multimodal Data	Sep 6, 2024	HallucinationKnowledge Graphs	CodeCode Available
Generating Explanations to Understand and Repair Embedding-based Entity Alignment	Dec 8, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available
Temporal Inductive Logic Reasoning over Hypergraphs	Jun 9, 2022	Inductive logic programmingKnowledge Graphs	CodeCode Available
GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs	Oct 27, 2022	Knowledge GraphsLogical Reasoning	CodeCode Available
Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic Similarity	Apr 2, 2024	Abstract Meaning RepresentationFact Checking	CodeCode Available
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs	Jun 11, 2024	In-Context LearningKnowledge Graphs	CodeCode Available
MemeGraphs: Linking Memes to Knowledge Graphs	May 28, 2023	Entity LinkingKnowledge Graphs	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