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 1976–2000 of 2974 papers

TitleStatusHype
Relational representation learning with spike trains—0
SKILL: Structured Knowledge Infusion for Large Language Models—0
It's the Same Old Story! Enriching Event-Centric Knowledge Graphs by Narrative Aspects—0
SubGraph Networks based Entity Alignment for Cross-lingual Knowledge Graph—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes—0
Biographical: A Semi-Supervised Relation Extraction Dataset—0
Positive-Unlabeled Learning with Adversarial Data Augmentation for Knowledge Graph Completion—0
Toward Knowledge-Enriched Conversational Recommendation Systems—0
Extraction of Diagnostic Reasoning Relations for Clinical Knowledge Graphs—0
Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph—0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
On Masked Language Models for Contextual Link Prediction—0
Uncovering Values: Detecting Latent Moral Content from Natural Language with Explainable and Non-Trained MethodsCode0
TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph CompletionCode0
Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy—0
Identifying relevant common sense information in knowledge graphsCode0
KERMIT - A Transformer-Based Approach for Knowledge Graph Matching—0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph—0
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low DimensionsCode0
TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal RestrictionCode0
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction—0
Personal Research Knowledge Graphs—0
Open-domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion—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