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 1751–1800 of 2974 papers

TitleStatusHype
Learning to Select the Next Reasonable Mention for Entity Linking—0
Learning to Speed Up Query Planning in Graph Databases—0
Learning to Update Knowledge Graphs by Reading News—0
The Curse of Popularity: Popular Entities have Catastrophic Side Effects when Deleting Knowledge from Language Models—0
Learning with Memory Embeddings—0
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration—0
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs—0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes—0
Leveraging Catalog Knowledge Graphs for Query Attribute Identification in E-Commerce Sites—0
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction—0
Leveraging Deep Neural Networks and Knowledge Graphs for Entity Disambiguation—0
The gene function prediction challenge: large language models and knowledge graphs to the rescue—0
Leveraging Graph Retrieval-Augmented Generation to Support Learners' Understanding of Knowledge Concepts in MOOCs—0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment—0
Leveraging Knowledge Graph Embeddings to Enhance Contextual Representations for Relation Extraction—0
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging—0
Leveraging Knowledge Graphs and LLMs for Structured Generation of Misinformation—0
Leveraging Knowledge Graphs and LLMs to Support and Monitor Legislative Systems—0
Leveraging Knowledge Graphs for Orphan Entity Allocation in Resume Processing—0
Leveraging Knowledge Graphs for Zero-Shot Object-agnostic State Classification—0
Leveraging knowledge graphs to update scientific word embeddings using latent semantic imputation—0
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning—0
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases—0
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings—0
A Framework for Institutional Risk Identification using Knowledge Graphs and Automated News Profiling—0
A First Experiment on Including Text Literals in KGloVe—0
Leveraging Static Models for Link Prediction in Temporal Knowledge Graphs—0
The Joint Entity-Relation Extraction Model Based on Span and Interactive Fusion Representation for Chinese Medical Texts with Complex Semantics—0
Leveraging Wikipedia Navigational Templates for Curating Domain-Specific Fuzzy Conceptual Bases—0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection—0
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks—0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots—0
LightCAKE: A Lightweight Framework for Context-Aware Knowledge Graph Embedding—0
LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph—0
The Knowledge Graph Track at OAEI -- Gold Standards, Baselines, and the Golden Hammer Bias—0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling—0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs—0
The KnowWhereGraph Ontology—0
Linking ImageNet WordNet Synsets with Wikidata—0
Linking OpenStreetMap with Knowledge Graphs -- Link Discovery for Schema-Agnostic Volunteered Geographic Information—0
Linking Streets in OpenStreetMap to Persons in Wikidata—0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
Incomplete Knowledge Graph Alignment—0
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs—0
LinkNBed: Multi-Graph Representation Learning with Entity Linkage—0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning—0
Observing LOD using Equivalent Set Graphs: it is mostly flat and sparsely linked—0
Link Prediction using Embedded Knowledge Graphs—0
Link Prediction with Relational Hypergraphs—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