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
Cardinality Estimation on Hyper-relational Knowledge Graphs—0
Hybrid Context Retrieval Augmented Generation Pipeline: LLM-Augmented Knowledge Graphs and Vector Database for Accreditation Reporting AssistanceCode0
A Planet Scale Spatial-Temporal Knowledge Graph Based On OpenStreetMap And H3 Grid—0
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language ModelsCode7
Knowledge Graph Reasoning with Self-supervised Reinforcement LearningCode1
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering—0
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing—0
Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!—0
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings—0
Automatic News Generation and Fact-Checking System Based on Language Processing—0
Automated Radiology Report Generation: A Review of Recent Advances—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
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts—0
Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval—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
Cryptanalysis of the SIMON Cypher Using Neo4j—0
Show:102550
← PrevPage 29 of 119Next →
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