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 1201–1225 of 2974 papers

TitleStatusHype
Auto-Encoding User Ratings via Knowledge Graphs in Recommendation Scenarios—0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models—0
Cryptanalysis of the SIMON Cypher Using Neo4j—0
A Universal Knowledge Model and Cognitive Architecture for Prototyping AGI—0
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks—0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks—0
Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Prediction—0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment—0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning—0
Analysis of Drug repurposing Knowledge graphs for Covid-19—0
Analysing the Requirements for an Open Research Knowledge Graph: Use Cases, Quality Requirements and Construction Strategies—0
Heterogeneous Graph Sparsification for Efficient Representation Learning—0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function—0
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research—0
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models—0
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets—0
Incorporating Commonsense Knowledge Graph in Pretrained Models for Social Commonsense Tasks—0
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities—0
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs—0
Cross-Document Contextual Coreference Resolution in Knowledge Graphs—0
InBox: Recommendation with Knowledge Graph using Interest Box Embedding—0
In-Context Learning with Topological Information 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