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

Showing 10511100 of 2974 papers

TitleStatusHype
An Adversarial Transfer Network for Knowledge Representation LearningCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
COPA-SSE: Semi-structured Explanations for Commonsense ReasoningCode0
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via AdaptersCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge GraphsCode0
Conversational Semantic Parsing using Dynamic Context GraphsCode0
Cycle Representation Learning for Inductive Relation PredictionCode0
An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge GraphsCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Conversational Exploratory Search of Scholarly Publications Using Knowledge GraphsCode0
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge GraphsCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
A Minimal Approach for Natural Language Action Space in Text-based GamesCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge GraphsCode0
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
A Systematic Evaluation of Knowledge Graph Embeddings for Gene-Disease Association PredictionCode0
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge GraphsCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Inductive Relation Prediction from Relational Paths and Context with Hierarchical TransformersCode0
Informed Multi-context Entity AlignmentCode0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph ReasoningCode0
Inducing Discourse Marker Inventories from Lexical Knowledge GraphsCode0
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge RefinementCode0
Inductive Logical Query Answering in Knowledge GraphsCode0
Context-aware knowledge graph framework for traffic speed forecasting using graph neural networkCode0
Incorporating Literals into Knowledge Graph EmbeddingsCode0
Generating Faithful and Salient Text from Multimodal DataCode0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
A Benchmark for Semi-Inductive Link Prediction in Knowledge GraphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified