SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2901–2925 of 2974 papers

TitleStatusHype
Grounding LLM Reasoning with Knowledge Graphs—0
Growing and Serving Large Open-domain Knowledge Graphs—0
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs—0
Guided Generation of Cause and Effect—0
Guiding Generative Storytelling with Knowledge Graphs—0
Sparse and Local Networks for Hypergraph Reasoning—0
GUNDAM: Aligning Large Language Models with Graph Understanding—0
H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network—0
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization—0
Sparse Feature Factorization for Recommender Systems with Knowledge Graphs—0
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph—0
Hardware Acceleration for Knowledge Graph Processing: Challenges & Recent Developments—0
Cyber-All-Intel: An AI for Security related Threat Intelligence—0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance—0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models—0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
Wikipedia Entities as Rendezvous across Languages: Grounding Multilingual Language Models by Predicting Wikipedia Hyperlinks—0
Spatial Knowledge Graph-Guided Multimodal Synthesis—0
Cryptanalysis of the SIMON Cypher Using Neo4j—0
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities—0
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models—0
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research—0
Heterogeneous Graph Sparsification for Efficient Representation Learning—0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified