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 2101–2125 of 2974 papers

TitleStatusHype
Embedding Knowledge Graphs Attentive to Positional and Centrality QualitiesCode0
Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network—0
Wikipedia Entities as Rendezvous across Languages: Grounding Multilingual Language Models by Predicting Wikipedia Hyperlinks—0
Multifaceted Domain-Specific Document EmbeddingsCode0
Knowledge Router: Learning Disentangled Representations for Knowledge Graphs—0
Worldly Wise (WoW) - Cross-Lingual Knowledge Fusion for Fact-based Visual Spoken-Question Answering—0
Temporal Knowledge Graph Completion using a Linear Temporal Regularizer and Multivector EmbeddingsCode1
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs—0
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion—0
Out-of-Vocabulary Entities in Link PredictionCode0
Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics—0
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
VANiLLa : Verbalized Answers in Natural Language at Large ScaleCode0
Modeling Worlds in TextCode1
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices—0
iTelos -- Purpose Driven Knowledge Graph Generation—0
CAFE: Knowledge graph completion using neighborhood-aware featuresCode0
Machine learning on knowledge graphs for context-aware security monitoringCode1
Link Prediction on N-ary Relational Facts: A Graph-based ApproachCode0
KECRS: Towards Knowledge-Enriched Conversational Recommendation System—0
Learning Embeddings from Knowledge Graphs With Numeric Edge Attributes—0
Understanding the Performance of Knowledge Graph Embeddings in Drug DiscoveryCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
Show:102550
← PrevPage 85 of 119Next →
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