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 1026–1050 of 2974 papers

TitleStatusHype
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graphs—0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues—0
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis—0
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge GraphsCode0
Leveraging Knowledge Graphs and LLMs to Support and Monitor Legislative Systems—0
Procedure Model for Building Knowledge Graphs for Industry Applications—0
KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning—0
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning—0
Geometric Relational Embeddings—0
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration—0
MGSA: Multi-Granularity Graph Structure Attention for Knowledge Graph-to-Text Generation—0
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain—0
A RAG Approach for Generating Competency Questions in Ontology Engineering—0
Winning Solution For Meta KDD Cup' 24—0
Contri(e)ve: Context + Retrieve for Scholarly Question Answering—0
Influence of Backdoor Paths on Causal Link Prediction—0
Learning Rules from KGs Guided by Language ModelsCode0
Traceable LLM-based validation of statements in knowledge graphsCode0
Semantic Interoperability on Blockchain by Generating Smart Contracts Based on Knowledge Graphs—0
HybridFC: A Hybrid Fact-Checking Approach for Knowledge GraphsCode0
Fine-tuning and Prompt Engineering with Cognitive Knowledge Graphs for Scholarly Knowledge Organization—0
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering—0
Generating Faithful and Salient Text from Multimodal DataCode0
Neurosymbolic Methods for Dynamic Knowledge Graphs—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