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 2351–2400 of 2974 papers

TitleStatusHype
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation—0
ASGM-KG: Unveiling Alluvial Gold Mining Through Knowledge Graphs—0
A Semantic Filter Based on Relations for Knowledge Graph Completion—0
RELATE: Generating a linguistically inspired Knowledge Graph for fine-grained emotion classification—0
Relation Adversarial Network for Low Resource Knowledge Graph Completion—0
UINSUSKA-TiTech at SemEval-2017 Task 3: Exploiting Word Importance Levels for Similarity Features for CQA—0
AceMap: Knowledge Discovery through Academic Graph—0
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding—0
Relational Learning and Feature Extraction by Querying over Heterogeneous Information Networks—0
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation—0
Relational Models—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors—0
Representation Learning for Dynamic Graphs: A Survey—0
Relational representation learning with spike trains—0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
Relation- and Phrase-level Linking of FrameNet with Sar-graphs—0
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering—0
A Review of Knowledge Graph Completion—0
A review of feature selection strategies utilizing graph data structures and knowledge graphs—0
Uncertainty Management in the Construction of Knowledge Graphs: a Survey—0
Relation Clustering in Narrative Knowledge Graphs—0
Relation Extraction with Fine-Tuned Large Language Models in Retrieval Augmented Generation Frameworks—0
Relation Prediction for Unseen-Entities Using Entity-Word Graphs—0
Comparison of biomedical relationship extraction methods and models for knowledge graph creation—0
Relations Prediction for Knowledge Graph Completion using Large Language Models—0
RelBERT: Embedding Relations with Language Models—0
Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs—0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support—0
RelSifter: Scoring Triples from Type-like Relations - The Samphire Triple Scorer at WSDM Cup 2017—0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining—0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities—0
Zero-Shot Learning with Common Sense Knowledge Graphs—0
Representation Learning for Words and Entities—0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs—0
Representation Learning to Advance Multi-institutional Studies with Electronic Health Record Data—0
What if Red Can Talk? Dynamic Dialogue Generation Using Large Language Models—0
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets—0
Representing Time-Continuous Behavior of Cyber-Physical Systems in Knowledge Graphs—0
Representing Timed Automata and Timing Anomalies of Cyber-Physical Production Systems in Knowledge Graphs—0
Representing Web Applications As Knowledge Graphs—0
Reproducible Domain-Specific Knowledge Graphs in the Life Sciences: a Systematic Literature Review—0
Aligning Multiple Knowledge Graphs in a Single Pass—0
Requirements Analysis for an Open Research Knowledge Graph—0
Research Commentary on Recommendations with Side Information: A Survey and Research Directions—0
Research Progress of News Recommendation Methods—0
Research Trends for the Interplay between Large Language Models and Knowledge Graphs—0
Resilience in Knowledge Graph Embeddings—0
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs—0
A Relational Tucker Decomposition for Multi-Relational Link Prediction—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