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 301–350 of 2974 papers

TitleStatusHype
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Embedding Logical Queries on Knowledge GraphsCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based ResultsCode1
Extracting Summary Knowledge Graphs from Long DocumentsCode1
Automated Mining of Leaderboards for Empirical AI ResearchCode1
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Automatic Biomedical Term Clustering by Learning Fine-grained Term RepresentationsCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
Forecasting high-impact research topics via machine learning on evolving knowledge graphsCode1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
Deep Graph Matching ConsensusCode1
Fusing Context Into Knowledge Graph for Commonsense Question AnsweringCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Generating Knowledge Graphs by Employing Natural Language Processing and Machine Learning Techniques within the Scholarly DomainCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
Generative Knowledge Graph Construction: A ReviewCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
CSKG: The CommonSense Knowledge GraphCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
Information Obfuscation of Graph Neural NetworksCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
Graph Neural Prompting with Large Language ModelsCode1
Benchmark and Best Practices for Biomedical Knowledge Graph EmbeddingsCode1
A*Net: A Scalable Path-based Reasoning Approach for Knowledge GraphsCode1
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP EducationCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?Code1
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local LevelCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
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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