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 1201–1225 of 2974 papers

TitleStatusHype
Cost-efficient Knowledge-based Question Answering with Large Language Models—0
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
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
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
Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact ExtractionCode0
AMCEN: An Attention Masking-based Contrastive Event Network for Two-stage Temporal Knowledge Graph Reasoning—0
Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining—0
SOK-Bench: A Situated Video Reasoning Benchmark with Aligned Open-World Knowledge—0
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
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—0
Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management—0
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language ModelsCode0
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
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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