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

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Showing 701–750 of 2974 papers

TitleStatusHype
Cardinality Estimation on Hyper-relational Knowledge Graphs—0
A Planet Scale Spatial-Temporal Knowledge Graph Based On OpenStreetMap And H3 Grid—0
Hybrid Context Retrieval Augmented Generation Pipeline: LLM-Augmented Knowledge Graphs and Vector Database for Accreditation Reporting AssistanceCode0
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language ModelsCode7
Knowledge Graph Reasoning with Self-supervised Reinforcement LearningCode1
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing—0
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering—0
Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks—0
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Automatic News Generation and Fact-Checking System Based on Language Processing—0
Automated Radiology Report Generation: A Review of Recent Advances—0
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings—0
AMCEN: An Attention Masking-based Contrastive Event Network for Two-stage Temporal Knowledge Graph Reasoning—0
Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact ExtractionCode0
Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining—0
SOK-Bench: A Situated Video Reasoning Benchmark with Aligned Open-World Knowledge—0
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
Geospatial Knowledge Graphs—0
Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval—0
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts—0
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation LearningCode1
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—0
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language ModelsCode0
Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management—0
Cryptanalysis of the SIMON Cypher Using Neo4j—0
AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models—0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
Sora Detector: A Unified Hallucination Detection for Large Text-to-Video ModelsCode0
FOKE: A Personalized and Explainable Education Framework Integrating Foundation Models, Knowledge Graphs, and Prompt Engineering—0
Exploring knowledge graph-based neural-symbolic system from application perspective—0
Relations Prediction for Knowledge Graph Completion using Large Language Models—0
Knowledge Graph Extension by Entity Type Recognition—0
Subgraph2vec: A random walk-based algorithm for embedding knowledge graphs—0
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning—0
Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph EmbeddingCode0
RAG-based Explainable Prediction of Road Users Behaviors for Automated Driving using Knowledge Graphs and Large Language Models—0
Fish-bone diagram of research issue: Gain a bird's-eye view on a specific research topic—0
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge GraphsCode1
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge Graphs for Accuracy Critical Generative AI Applications—0
Multi-hop Question Answering over Knowledge Graphs using Large Language Models—0
RTF: Region-based Table Filling Method for Relational Triple Extraction—0
Automated Construction of Theme-specific Knowledge Graphs—0
SpherE: Expressive and Interpretable Knowledge Graph Embedding for Set RetrievalCode0
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering—0
Evaluating Class Membership Relations in Knowledge Graphs using Large Language ModelsCode0
History repeats Itself: A Baseline for Temporal Knowledge Graph ForecastingCode1
Lost in Recursion: Mining Rich Event Semantics in Knowledge GraphsCode0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
KGValidator: A Framework for Automatic Validation of Knowledge Graph Construction—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