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 1426–1450 of 2974 papers

TitleStatusHype
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation—0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling—0
Enriching Wikidata with Linked Open Data—0
A Relational Tucker Decomposition for Multi-Relational Link Prediction—0
Enriching a Fashion Knowledge Graph from Product Textual Descriptions—0
Enhancing Text2Cypher with Schema Filtering—0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs—0
Are Large Language Models the New Interface for Data Pipelines?—0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs—0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement—0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs—0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note—0
Enhancing Multi-Hop Knowledge Graph Reasoning through Reward Shaping Techniques—0
Enhancing LLM Tool Use with High-quality Instruction Data from Knowledge Graph—0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning—0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering—0
Causal knowledge graph analysis identifies adverse drug effects—0
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation—0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning—0
Enhancing Knowledge Graph Construction Using Large Language Models—0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling—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