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 551–600 of 2974 papers

TitleStatusHype
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs—0
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph RetrievalsCode0
QirK: Question Answering via Intermediate Representation on Knowledge Graphs—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
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors—0
Simple but Effective Compound Geometric Operations for Temporal Knowledge Graph CompletionCode1
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
Learning Rule-Induced Subgraph Representations for Inductive Relation PredictionCode1
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
wav2graph: A Framework for Supervised Learning Knowledge Graph from SpeechCode2
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
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
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
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
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
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph EmbeddingCode0
Online Detection of Anomalies in Temporal Knowledge Graphs with InterpretabilityCode0
Aligning Multiple Knowledge Graphs in a Single Pass—0
GOProteinGNN: Leveraging Protein Knowledge Graphs for Protein Representation LearningCode1
Multi-Level Querying using A Knowledge Pyramid—0
eSPARQL: Representing and Reconciling Agnostic and Atheistic Beliefs in RDF-star Knowledge Graphs—0
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge GraphsCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge—0
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity AlignmentCode0
What if Red Can Talk? Dynamic Dialogue Generation Using Large Language Models—0
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs—0
Prometheus Chatbot: Knowledge Graph Collaborative Large Language Model for Computer Components RecommendationCode0
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
Semantic Communication Enhanced by Knowledge Graph Representation Learning—0
An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case StudyCode0
Synergizing Knowledge Graphs with Large Language Models: A Comprehensive Review and Future Prospects—0
Using GPT-4 to guide causal machine learning—0
Look Globally and Reason: Two-stage Path Reasoning over Sparse Knowledge Graphs—0
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal DiscoveryCode0
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy—0
Numerical Literals in Link Prediction: A Critical Examination of Models and DatasetsCode0
Context-aware knowledge graph framework for traffic speed forecasting using graph neural networkCode0
AI-Enhanced 7-Point Checklist for Melanoma Detection Using Clinical Knowledge Graphs and Data-Driven QuantificationCode0
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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