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 2701–2750 of 2974 papers

TitleStatusHype
Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity TypesCode0
TegTok: Augmenting Text Generation via Task-specific and Open-world KnowledgeCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph CompletionCode0
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific NetworksCode0
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge GraphsCode0
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language ModelingCode0
Distantly Supervised Question ParsingCode0
Generating Fine-Grained Open Vocabulary Entity Type DescriptionsCode0
Measuring Semantic Coherence of a ConversationCode0
Zero-shot Recognition via Semantic Embeddings and Knowledge GraphsCode0
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge GraphsCode0
medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRsCode0
Generating Faithful and Salient Text from Multimodal DataCode0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
Temporal Inductive Logic Reasoning over HypergraphsCode0
GammaE: Gamma Embeddings for Logical Queries on Knowledge GraphsCode0
Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic SimilarityCode0
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge GraphsCode0
MemeGraphs: Linking Memes to Knowledge GraphsCode0
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge GraphsCode0
Answering Visual-Relational Queries in Web-Extracted Knowledge GraphsCode0
Message Passing for Complex Question Answering over Knowledge GraphsCode0
G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language ModelsCode0
Fully Hyperbolic Rotation for Knowledge Graph EmbeddingCode0
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of ExplanationCode0
Temporal Knowledge Base Completion: New Algorithms and Evaluation ProtocolsCode0
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation ExtractionCode0
A Benchmark for Semi-Inductive Link Prediction in Knowledge GraphsCode0
Meta-Path Learning for Multi-relational Graph Neural NetworksCode0
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed DialoguesCode0
Representation Learning with Ordered Relation Paths for Knowledge Graph CompletionCode0
Meta Relational Learning for Few-Shot Link Prediction in Knowledge GraphsCode0
Representing Syntax and Composition with Geometric TransformationsCode0
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language ModelingCode0
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph FilteringCode0
TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal RestrictionCode0
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory SearchCode0
Background Knowledge in Schema Matching: Strategy vs. DataCode0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
MindReader: Recommendation over Knowledge Graph Entities with Explicit User RatingsCode0
Mind the Labels: Describing Relations in Knowledge Graphs With Pretrained ModelsCode0
Repurposing Knowledge Graph Embeddings for Triple Representation via Weak SupervisionCode0
ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application AnalysisCode0
A Video-grounded Dialogue Dataset and Metric for Event-driven ActivitiesCode0
Temporal Knowledge Graph Reasoning Triggered by MemoriesCode0
Automatic Expansion of Domain-Specific Affective Models for Web Intelligence ApplicationsCode0
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph EmbeddingCode0
TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear SubspacesCode0
Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal PerspectiveCode0
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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