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 2501–2550 of 2974 papers

TitleStatusHype
QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge GraphsCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
KOGNAC: Efficient Encoding of Large Knowledge GraphsCode0
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation TypesCode0
Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph EmbeddingCode0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical LiteratureCode0
Improving Hyper-Relational Knowledge Graph CompletionCode0
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented GenerationCode0
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement LearningCode0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
STKDRec: Spatial-Temporal Knowledge Distillation for Takeaway RecommendationCode0
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge GraphsCode0
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel TrainingCode0
Identifying relevant common sense information in knowledge graphsCode0
Identifying and Explaining Discriminative AttributesCode0
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning TasksCode0
Stochastic Shared Embeddings: Data-driven Regularization of Embedding LayersCode0
Quadratic GCN for Graph ClassificationCode0
i-Align: an interpretable knowledge graph alignment modelCode0
Towards Improving the Explainability of Text-based Information Retrieval with Knowledge GraphsCode0
TechNet: Technology Semantic Network Based on Patent DataCode0
Content based News Recommendation via Shortest Entity Distance over Knowledge GraphsCode0
Quaternion Knowledge Graph EmbeddingsCode0
Do Language Models Perform Generalizable Commonsense Inference?Code0
Large Language Models as Interpolated and Extrapolated Event PredictorsCode0
QubitE: Qubit Embedding for Knowledge Graph CompletionCode0
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with ConfidenceCode0
WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph ConstructionCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?Code0
Large-scale Multi-granular Concept Extraction Based on Machine Reading ComprehensionCode0
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge GraphsCode0
Hypernetwork Knowledge Graph EmbeddingsCode0
Learning Attention-based Embeddings for Relation Prediction in Knowledge GraphsCode0
A Physical Embedding Model for Knowledge GraphsCode0
StreamE: Learning to Update Representations for Temporal Knowledge Graphs in Streaming ScenariosCode0
Unsupervised Deep Cross-Language Entity AlignmentCode0
Diversity matters: Robustness of bias measurements in WikidataCode0
VOGUE: Answer Verbalization through Multi-Task LearningCode0
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low DimensionsCode0
A Library Perspective on Supervised Text Processing in Digital Libraries: An Investigation in the Biomedical DomainCode0
HybridFC: A Hybrid Fact-Checking Approach for Knowledge GraphsCode0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
Structural Alignment in Link PredictionCode0
Query Structure Modeling for Inductive Logical Reasoning Over Knowledge GraphsCode0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Hybrid Context Retrieval Augmented Generation Pipeline: LLM-Augmented Knowledge Graphs and Vector Database for Accreditation Reporting AssistanceCode0
Towards Neural Schema Alignment for OpenStreetMap and Knowledge GraphsCode0
How to make latent factors interpretable by feeding Factorization machines with knowledge graphsCode0
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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