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 1901–1925 of 2974 papers

TitleStatusHype
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension—0
Visualization of Knowledge Graphs with Embeddings: an Essay on Recent Trends and Methods—0
TinyKG: Memory-Efficient Training Framework for Knowledge Graph Neural Recommender Systems—0
SoftNER: Mining Knowledge Graphs From Cloud Incidents—0
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion—0
Mining On Alzheimer's Diseases Related Knowledge Graph to Identity Potential AD-related Semantic Triples for Drug Repurposing—0
APPTeK: Agent-Based Predicate Prediction in Temporal Knowledge Graphs—0
Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval—0
TinySearch -- Semantics based Search Engine using Bert Embeddings—0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study—0
Addressing Hallucinations in Language Models with Knowledge Graph Embeddings as an Additional Modality—0
Mitigating Relational Bias on Knowledge Graphs—0
Mixed-Curvature Multi-Relational Graph Neural Network for Knowledge Graph Completion—0
MixedEmotions: Social Semantic Emotion Analysis for Innovative Multilingual Big Data Analytics Markets—0
MixKG: Mixing for harder negative samples in knowledge graph—0
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery—0
Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction—0
Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs—0
MKGL: Mastery of a Three-Word Language—0
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering—0
Bridge: A Unified Framework to Knowledge Graph Completion via Language Models and Knowledge Representation—0
Box-To-Box Transformation for Modeling Joint Hierarchies—0
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning—0
Mobile Link Prediction: Automated Creation and Crowd-sourced Validation of Knowledge Graphs—0
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion—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