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
Entity Profiling in Knowledge Graphs—0
An Evaluation of Knowledge Graph Embeddings for Autonomous Driving Data: Experience and Practice—0
The Knowledge Graph Track at OAEI -- Gold Standards, Baselines, and the Golden Hammer Bias—0
FONDUE: A Framework for Node Disambiguation Using Network Embeddings—0
Learning Dynamic Belief Graphs to Generalize on Text-Based GamesCode1
A Toolkit for Generating Code Knowledge GraphsCode1
Is Aligning Embedding Spaces a Challenging Task? A Study on Heterogeneous Embedding Alignment Methods—0
How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure AgentsCode1
Guiding Graph Embeddings using Path-Ranking Methods for Error Detection innoisy Knowledge Graphs—0
Neural Relation Prediction for Simple Question Answering over Knowledge Graph—0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Revisiting Evaluation of Knowledge Base Completion Models—0
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box EmbeddingsCode1
Joint Embedding in Named Entity Linking on Sentence Level—0
GREG: A Global Level Relation Extraction with Knowledge Graph Embedding—0
RDFFrames: Knowledge Graph Access for Machine Learning ToolsCode1
Optimization of Retrieval Algorithms on Large Scale Knowledge Graphs—0
Message Passing Query EmbeddingCode1
MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge GraphCode1
Knowledge Graph Embedding for Link Prediction: A Comparative AnalysisCode1
A Survey on Knowledge Graphs: Representation, Acquisition and ApplicationsCode2
Pretrained Transformers for Simple Question Answering over Knowledge GraphsCode0
The Tensor Brain: Semantic Decoding for Perception and Memory—0
Modeling Global and Local Node Contexts for Text Generation from Knowledge GraphsCode1
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and TransferabilityCode2
Deep Graph Matching ConsensusCode1
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning—0
A Neural Architecture for Person Ontology population—0
A Physical Embedding Model for Knowledge GraphsCode0
Knowledge Graphs for Innovation Ecosystems—0
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs—0
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Quantum Machine Learning Algorithm for Knowledge Graphs—0
Reasoning on Knowledge Graphs with Debate DynamicsCode1
Knowledge Graph Embedding via Graph Attenuated Attention Networks—0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover—0
Falcon 2.0: An Entity and Relation Linking Tool over WikidataCode0
Probability Calibration for Knowledge Graph Embedding Models—0
Collective Entity Alignment via Adaptive FeaturesCode0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking—0
Data Exploration and Validation on dense knowledge graphs for biomedical research—0
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation—0
Binarized Canonical Polyadic Decomposition for Knowledge Graph Completion—0
Knowledge-Enriched Visual StorytellingCode0
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings—0
Knowledge Infused Learning (K-IL): Towards Deep Incorporation of Knowledge in Deep Learning—0
Integrating Graph Contextualized Knowledge into Pre-trained Language Models—0
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs—0
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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