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 701–725 of 2974 papers

TitleStatusHype
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning—0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
Enriching a Fashion Knowledge Graph from Product Textual Descriptions—0
Enriching Wikidata with Linked Open Data—0
Causal knowledge graph analysis identifies adverse drug effects—0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning—0
GraphOracle: A Foundation Model for Knowledge Graph Reasoning—0
Causal Inference in Finance: An Expertise-Driven Model for Instrument Variables Identification and Interpretation—0
Enhancing Text2Cypher with Schema Filtering—0
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing—0
A RAG Approach for Generating Competency Questions in Ontology Engineering—0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM—0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
Causal Claims in Economics—0
CaRe: Open Knowledge Graph Embeddings—0
A Probit Tensor Factorization Model For Relational Learning—0
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods—0
Cardinality Estimation on Hyper-relational Knowledge Graphs—0
NagE: Non-Abelian Group Embedding for Knowledge Graphs—0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs—0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs—0
Carbon Figures of Merit Knowledge Creation with a Hybrid Solution and Carbon Tables API—0
Capturing Knowledge Graphs and Rules with Octagon Embeddings—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