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 1376–1400 of 2974 papers

TitleStatusHype
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language ModelsCode0
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion—0
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs—0
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning—0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
Context Matters: Pushing the Boundaries of Open-Ended Answer Generation with Graph-Structured Knowledge Context—0
Graph Edits for Counterfactual Explanations: A comparative study—0
Interactive and Intelligent Root Cause Analysis in Manufacturing with Causal Bayesian Networks and Knowledge Graphs—0
Interplay of Semantic Communication and Knowledge Learning—0
QAnswer: Towards Question Answering Search over Websites—0
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics—0
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
A Strategy for Implementing description Temporal Dynamic Algorithms in Dynamic Knowledge Graphs by SPIN—0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Domain Adaptation for Large-Vocabulary Object Detectors—0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
A Universal Knowledge Model and Cognitive Architecture for Prototyping AGI—0
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems—0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Text Classification Based on Knowledge Graphs and Improved Attention Mechanism—0
A Joint-Reasoning based Disease Q&A System—0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
FusionMind -- Improving question and answering with external context fusion—0
Conversational Question Answering with Reformulations over Knowledge Graph—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