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 401–450 of 2974 papers

TitleStatusHype
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding modelsCode1
SPARQLing Database Queries from Intermediate Question DecompositionsCode1
Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERTCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
Interactive Machine Comprehension with Dynamic Knowledge GraphsCode1
Robust Retrieval Augmented Generation for Zero-shot Slot FillingCode1
Automated Mining of Leaderboards for Empirical AI ResearchCode1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal ExplanationsCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language TextCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Putting RDF2vec in OrderCode1
User-friendly Comparison of Similarity Algorithms on WikidataCode1
Fuzzy Logic Based Logical Query Answering on Knowledge GraphsCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Zero-shot Visual Question Answering using Knowledge GraphCode1
MetaP: Meta Pattern Learning for One-Shot Knowledge Graph CompletionCode1
Improving Inductive Link Prediction Using Hyper-Relational FactsCode1
NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge GraphsCode1
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
SPBERT: An Efficient Pre-training BERT on SPARQL Queries for Question Answering over Knowledge GraphsCode1
Modeling Worlds in TextCode1
A Self-supervised Method for Entity AlignmentCode1
Scientific Language Models for Biomedical Knowledge Base Completion: An Empirical StudyCode1
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
Query Embedding on Hyper-relational Knowledge GraphsCode1
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
Knowing the No-match: Entity Alignment with Dangling CasesCode1
Question Answering Over Temporal Knowledge GraphsCode1
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian DistributionsCode1
Temporal Knowledge Graph Completion using a Linear Temporal Regularizer and Multivector EmbeddingsCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Modeling Worlds in TextCode1
Machine learning on knowledge graphs for context-aware security monitoringCode1
Understanding the Performance of Knowledge Graph Embeddings in Drug DiscoveryCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge GraphsCode1
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph CompletionCode1
SpikE: spike-based embeddings for multi-relational graph dataCode1
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use caseCode1
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Link Prediction on N-ary Relational Data Based on Relatedness EvaluationCode1
SalKG: Learning From Knowledge Graph Explanations for Commonsense ReasoningCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
Zero-shot Slot Filling with DPR and RAGCode1
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
NePTuNe: Neural Powered Tucker Network for Knowledge Graph CompletionCode1
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question AnsweringCode1
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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