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 1951–1975 of 2974 papers

TitleStatusHype
Task2KB: A Public Task-Oriented Knowledge Base—0
Taxonomy Enrichment with Text and Graph Vector Representations—0
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content—0
TDCGL: Two-Level Debiased Contrastive Graph Learning for Recommendation—0
TechKG: A Large-Scale Chinese Technology-Oriented Knowledge Graph—0
Technical Report of Team GraphMIRAcles in the WikiKG90M-LSC Track of OGB-LSC @ KDD Cup 2021—0
Technical Report on Data Integration and Preparation—0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting—0
Temporal Knowledge Graph Completion: A Survey—0
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding—0
Temporal Smoothness Regularisers for Neural Link Predictors—0
Tensor Decompositions for Modeling Inverse Dynamics—0
Topology-aware Tensor Decomposition for Meta-graph Learning—0
TeX-Graph: Coupled tensor-matrix knowledge-graph embedding for COVID-19 drug repurposing—0
Text2Cypher: Bridging Natural Language and Graph Databases—0
Text2Zinc: A Cross-Domain Dataset for Modeling Optimization and Satisfaction Problems in MiniZinc—0
Text Classification Based on Knowledge Graphs and Improved Attention Mechanism—0
TextGraphs-16 Natural Language Premise Selection Task: Zero-Shot Premise Selection with Prompting Generative Language Models—0
Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion—0
Text-To-KG Alignment: Comparing Current Methods on Classification Tasks—0
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion—0
The ContrastMedium Algorithm: Taxonomy Induction From Noisy Knowledge Graphs With Just A Few Links—0
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges—0
The Curse of Popularity: Popular Entities have Catastrophic Side Effects when Deleting Knowledge from Language Models—0
The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes—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