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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2251–2275 of 2974 papers

TitleStatusHype
Querying in the Age of Graph Databases and Knowledge Graphs—0
On the Capabilities of Pointer Networks for Deep Deductive Reasoning—0
Learning Knowledge Graph-based World Models of Textual Environments—0
Knowledge Graphs and Machine Learning in biased C4I applications—0
Semantic Representation and Inference for NLP—0
Node Classification Meets Link Prediction on Knowledge Graphs—0
Engineering Knowledge Graph from Patent Database—0
Citation Recommendation for Research Papers via Knowledge GraphsCode0
MindReader: Recommendation over Knowledge Graph Entities with Explicit User RatingsCode0
Multi-modal Entity Alignment in Hyperbolic Space—0
An evaluation of template and ML-based generation of user-readable text from a knowledge graph—0
Detecting and Adapting to Novelty in Games—0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks—0
Representing Syntax and Composition with Geometric TransformationsCode0
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba—0
Learning Representation over Dynamic Graph using Aggregation-Diffusion Mechanism—0
Entity Prediction in Knowledge Graphs with Joint Embeddings—0
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs—0
Leveraging Wikipedia Navigational Templates for Curating Domain-Specific Fuzzy Conceptual Bases—0
Knowledge Router: Learning Disentangled Representations for Knowledge Graphs—0
Embedding Knowledge Graphs Attentive to Positional and Centrality QualitiesCode0
Multifaceted Domain-Specific Document EmbeddingsCode0
Worldly Wise (WoW) - Cross-Lingual Knowledge Fusion for Fact-based Visual Spoken-Question Answering—0
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs—0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—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