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 251–275 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
Raiders of the Lost Dependency: Fixing Dependency Conflicts in Python using LLMs—0
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge GraphsCode1
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
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
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
Knowledge Graphs Construction from Criminal Court Appeals: Insights from the French Cassation Court—0
Neural-Symbolic Message Passing with Dynamic Pruning—0
StreamingRAG: Real-time Contextual Retrieval and Generation Framework—0
GraphRAG under Fire—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
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs—0
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
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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