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 751–775 of 2974 papers

TitleStatusHype
Building Interoperable Electronic Health Records as Purpose-Driven Knowledge Graphs—0
Building FKG.in: a Knowledge Graph for Indian Food—0
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation—0
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs—0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining—0
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension—0
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets—0
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion—0
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery—0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs—0
Expanding Holographic Embeddings for Knowledge Completion—0
A Personalized Recommender System Based-on Knowledge Graph Embeddings—0
Geo-Semantic-Parsing: AI-powered geoparsing by traversing semantic knowledge graphs—0
Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction—0
Accurate Text-Enhanced Knowledge Graph Representation Learning—0
Information Flow in Graph Neural Networks: A Clinical Triage Use Case—0
Bridge: A Unified Framework to Knowledge Graph Completion via Language Models and Knowledge Representation—0
Box-To-Box Transformation for Modeling Joint Hierarchies—0
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution—0
EventKG+TL: Creating Cross-Lingual Timelines from an Event-Centric Knowledge Graph—0
Answering Complex Questions by Joining Multi-Document Evidence with Quasi Knowledge Graphs—0
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge Graphs for Accuracy Critical Generative AI Applications—0
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs—0
Bootstrapping Large-scale Named Entities using URL-Text Hybrid Patterns—0
Accurate prediction of international trade flows: Leveraging knowledge graphs and their embeddings—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