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 251–300 of 2974 papers

TitleStatusHype
Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models—0
Semantic Web and Creative AI -- A Technical Report from ISWS 2023—0
A Video-grounded Dialogue Dataset and Metric for Event-driven ActivitiesCode0
Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models—0
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge GraphsCode1
Raiders of the Lost Dependency: Fixing Dependency Conflicts in Python using LLMs—0
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts—0
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback—0
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
Neural-Symbolic Message Passing with Dynamic Pruning—0
Knowledge Graphs Construction from Criminal Court Appeals: Insights from the French Cassation Court—0
GraphRAG under Fire—0
StreamingRAG: Real-time Contextual Retrieval and Generation Framework—0
EICopilot: Search and Explore Enterprise Information over Large-scale Knowledge Graphs with LLM-driven Agents—0
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering—0
Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model—0
Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications—0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph—0
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs—0
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
Knowledge Graph-based Retrieval-Augmented Generation for Schema MatchingCode1
Leveraging Large Language Models as Knowledge-Driven Agents for Reliable Retrosynthesis PlanningCode1
In-situ graph reasoning and knowledge expansion using Graph-PReFLexORCode3
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel TrainingCode0
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks—0
Causal Claims in Economics—0
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions—0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach—0
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph EmbeddingsCode0
TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge GraphsCode0
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT—0
KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion—0
KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs—0
RecKG: Knowledge Graph for Recommender SystemsCode1
Personalized Graph-Based Retrieval for Large Language ModelsCode1
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge GraphsCode1
Language-Guided Audio-Visual Learning for Long-Term Sports AssessmentCode1
Efficient support ticket resolution using Knowledge Graphs—0
Efficient Relational Context Perception for Knowledge Graph Completion—0
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion—0
Detection-Fusion for Knowledge Graph Extraction from VideosCode0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement—0
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge GraphsCode0
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems—0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs—0
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG—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