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 1151–1200 of 2974 papers

TitleStatusHype
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Fully Hyperbolic Rotation for Knowledge Graph EmbeddingCode0
Inductive Logical Query Answering in Knowledge GraphsCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Conversational Semantic Parsing using Dynamic Context GraphsCode0
Cycle Representation Learning for Inductive Relation PredictionCode0
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge GraphsCode0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
Inductive Relation Prediction from Relational Paths and Context with Hierarchical TransformersCode0
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based GamesCode0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
ActiveEA: Active Learning for Neural Entity AlignmentCode0
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of ExplanationCode0
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph ReasoningCode0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
Incorporating Literals into Knowledge Graph EmbeddingsCode0
IndeGx: A Model and a Framework for Indexing RDF Knowledge Graphs with SPARQL-based Test SuitsCode0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed DialoguesCode0
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair UseCode0
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge GraphCode0
Knowledge graphs for empirical concept retrievalCode0
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph DatabasesCode0
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
Improving rule mining via embedding-based link predictionCode0
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive LearningCode0
CoRTEx: Contrastive Learning for Representing Terms via Explanations with Applications on Constructing Biomedical Knowledge GraphsCode0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Inducing Discourse Marker Inventories from Lexical Knowledge GraphsCode0
Improving Hyper-Relational Knowledge Graph CompletionCode0
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory SearchCode0
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement LearningCode0
Content based News Recommendation via Shortest Entity Distance over Knowledge GraphsCode0
Connector 0.5: A unified framework for graph representation learningCode0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Analogical Inference for Multi-Relational EmbeddingsCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
i-Align: an interpretable knowledge graph alignment modelCode0
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning TasksCode0
ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application AnalysisCode0
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity AlignmentCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
Identifying and Explaining Discriminative AttributesCode0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge GraphsCode0
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph EmbeddingCode0
Learning Rules from KGs Guided by Language ModelsCode0
Conditional Logical Message Passing Transformer for Complex Query AnsweringCode0
Hypernetwork Knowledge Graph EmbeddingsCode0
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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