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 1051–1075 of 2974 papers

TitleStatusHype
The Role of Graph Topology in the Performance of Biomedical Knowledge Graph Completion ModelsCode0
Rx Strategist: Prescription Verification using LLM Agents System—0
Building FKG.in: a Knowledge Graph for Indian Food—0
WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph ConstructionCode0
Hierarchical Blockmodelling for Knowledge GraphsCode0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
Triplètoile: Extraction of Knowledge from Microblogging Text—0
Evaluating the Predictive Features of Person-Centric Knowledge Graph Embeddings: Unfolding Ablation Studies—0
CL4KGE: A Curriculum Learning Method for Knowledge Graph Embedding—0
VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily ActivitiesCode0
Learning Granularity Representation for Temporal Knowledge Graph CompletionCode0
KGPrune: a Web Application to Extract Subgraphs of Interest from Wikidata with Analogical Pruning—0
Process Trace Querying using Knowledge Graphs and Notation3Code0
DrugAgent: Multi-Agent Large Language Model-Based Reasoning for Drug-Target Interaction Prediction—0
Hardware Acceleration for Knowledge Graph Processing: Challenges & Recent Developments—0
MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient—0
RConE: Rough Cone Embedding for Multi-Hop Logical Query Answering on Multi-Modal Knowledge GraphsCode0
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards—0
GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models—0
Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path—0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
ASGM-KG: Unveiling Alluvial Gold Mining Through Knowledge Graphs—0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer—0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning—0
KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment—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