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 1126–1150 of 2974 papers

TitleStatusHype
Identifying Semantic Induction Heads to Understand In-Context Learning—0
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning—0
Detecting and Adapting to Novelty in Games—0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
Dependently Typed Knowledge Graphs—0
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning—0
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs—0
A Case Study in Bootstrapping Ontology Graphs from Textbooks—0
Democratising Knowledge Representation with BioCypher—0
Enhancing Complex Causality Extraction via Improved Subtask Interaction and Knowledge Fusion—0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
HyConvE: A Novel Embedding Model for Knowledge Hypergraph Link Prediction with Convolutional Neural Networks—0
DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care—0
AutoWeird: Weird Translational Scoring Function Identified by Random Search—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback—0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph—0
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs—0
DEFT 2020 - Extraction d'information fine dans les donn\'ees cliniques : terminologies sp\'ecialis\'ees et graphes de connaissance (Fine-grained Information Extraction in Clinical Data : Dedicated Terminologies and Knowledge Graphs )—0
Defeasible Reasoning with Knowledge Graphs—0
AutoRD: An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontologies-enhanced Large Language Models—0
A Categorical Representation Language and Computational System for Knowledge-Based Planning—0
Deep Sparse Latent Feature Models for Knowledge Graph Completion—0
Automating psychological hypothesis generation with AI: when large language models meet causal graph—0
How Expressive are Knowledge Graph Foundation Models?—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