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
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding—0
Grid-Based Projection of Spatial Data into Knowledge Graphs—0
GREG: A Global Level Relation Extraction with Knowledge Graph Embedding—0
COVID-19 and Company Knowledge Graphs: Assessing Golden Powers and Economic Impact of Selective Lockdown via AI Reasoning—0
Joint Representations of Text and Knowledge Graphs for Retrieval and Evaluation—0
Joint Semantic and Structural Representation Learning for Enhancing User Preference Modelling—0
JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs—0
Just KIDDIN: Knowledge Infusion and Distillation for Detection of INdecent Memes—0
KAAE: Numerical Reasoning for Knowledge Graphs via Knowledge-aware Attributes Learning—0
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models—0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought—0
Knowledge-aware Neural Networks with Personalized Feature Referencing for Cold-start Recommendation—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment—0
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency—0
GREASE: A Generative Model for Relevance Search over Knowledge Graphs—0
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes—0
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
Diversified and Adaptive Negative Sampling on Knowledge Graphs—0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing—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