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 1051–1100 of 2974 papers

TitleStatusHype
Neurosymbolic Methods for Dynamic Knowledge Graphs—0
Rx Strategist: Prescription Verification using LLM Agents System—0
Building FKG.in: a Knowledge Graph for Indian Food—0
WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph ConstructionCode0
Hierarchical Blockmodelling for Knowledge GraphsCode0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
Evaluating the Predictive Features of Person-Centric Knowledge Graph Embeddings: Unfolding Ablation Studies—0
CL4KGE: A Curriculum Learning Method for Knowledge Graph Embedding—0
Learning Granularity Representation for Temporal Knowledge Graph CompletionCode0
Triplètoile: Extraction of Knowledge from Microblogging Text—0
VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily ActivitiesCode0
Process Trace Querying using Knowledge Graphs and Notation3Code0
KGPrune: a Web Application to Extract Subgraphs of Interest from Wikidata with Analogical Pruning—0
DrugAgent: Multi-Agent Large Language Model-Based Reasoning for Drug-Target Interaction Prediction—0
Hardware Acceleration for Knowledge Graph Processing: Challenges & Recent Developments—0
MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient—0
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards—0
RConE: Rough Cone Embedding for Multi-Hop Logical Query Answering on Multi-Modal Knowledge GraphsCode0
GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models—0
Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path—0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
ASGM-KG: Unveiling Alluvial Gold Mining Through Knowledge Graphs—0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer—0
KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment—0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning—0
Conformalized Answer Set Prediction for Knowledge Graph Embedding—0
Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction—0
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph RetrievalsCode0
QirK: Question Answering via Intermediate Representation on Knowledge Graphs—0
Relational Graph Convolutional Networks Do Not Learn Sound RulesCode0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs—0
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors—0
The gene function prediction challenge: large language models and knowledge graphs to the rescue—0
Bridging LLMs and KGs without Fine-Tuning: Intermediate Probing Meets Subgraph-Aware Entity Descriptions—0
ConvKGYarn: Spinning Configurable and Scalable Conversational Knowledge Graph QA datasets with Large Language Models—0
A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs—0
Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation—0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs—0
Enhancing Complex Causality Extraction via Improved Subtask Interaction and Knowledge Fusion—0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
SnapE -- Training Snapshot Ensembles of Link Prediction Models—0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test DataCode0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Graph Stochastic Neural Process for Inductive Few-shot Knowledge Graph Completion—0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs—0
Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge GraphsCode0
Online Detection of Anomalies in Temporal Knowledge Graphs with InterpretabilityCode0
Aligning Multiple Knowledge Graphs in a Single Pass—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