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

Showing 651700 of 2974 papers

TitleStatusHype
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study0
Co-embedding of Nodes and Edges with Graph Neural Networks0
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation0
A Joint Training Framework for Open-World Knowledge Graph Embeddings0
A Joint-Reasoning based Disease Q&A System0
COCO-EX: A Tool for Linking Concepts from Texts to ConceptNet0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training0
CN-HIT-IT.NLP at SemEval-2020 Task 4: Enhanced Language Representation with Multiple Knowledge Triples0
Clustering Semantic Predicates in the Open Research Knowledge Graph0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks0
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors0
A Conceptual Model for Attributions in Event-Centric Knowledge Graphs0
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge0
Enhancing Knowledge Graph Construction Using Large Language Models0
Classifying Organizations for Food System Ontologies using Natural Language Processing0
A Review of Knowledge Graph Completion0
Class Granularity: How richly does your knowledge graph represent the real world?0
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling0
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM0
CL4KGE: A Curriculum Learning Method for Knowledge Graph Embedding0
A review of feature selection strategies utilizing graph data structures and knowledge graphs0
CKG: Dynamic Representation Based on Context and Knowledge Graph0
A Comprehensive Survey on Automatic Knowledge Graph Construction0
ChronoR: Rotation Based Temporal Knowledge Graph Embedding0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support0
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph0
Enhancing Knowledge Graph Completion with Entity Neighborhood and Relation Context0
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs0
Entity Profiling in Knowledge Graphs0
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling0
A Relational Tucker Decomposition for Multi-Relational Link Prediction0
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks0
Are Large Language Models the New Interface for Data Pipelines?0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs0
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models0
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified