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 376–400 of 2974 papers

TitleStatusHype
ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application AnalysisCode0
Unveiling User Preferences: A Knowledge Graph and LLM-Driven Approach for Conversational RecommendationCode0
Detecting the Adversarially-Learned Injection Attacks via Knowledge Graphs—0
Material Property Prediction with Element Attribute Knowledge Graphs and Multimodal Representation Learning—0
Towards Evaluating Large Language Models for Graph Query Generation—0
Scholarly Wikidata: Population and Exploration of Conference Data in Wikidata using LLMsCode0
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion—0
Bridge: A Unified Framework to Knowledge Graph Completion via Language Models and Knowledge Representation—0
A Domain-Agnostic Neurosymbolic Approach for Big Social Data Analysis: Evaluating Mental Health Sentiment on Social Media during COVID-19—0
Class Granularity: How richly does your knowledge graph represent the real world?—0
Discovering emergent connections in quantum physics research via dynamic word embeddingsCode0
Learning From Graph-Structured Data: Addressing Design Issues and Exploring Practical Applications in Graph Representation Learning—0
Annotative IndexingCode0
Multi-Document Financial Question Answering using LLMs—0
Survey on Semantic Interpretation of Tabular Data: Challenges and Directions—0
A Library Perspective on Supervised Text Processing in Digital Libraries: An Investigation in the Biomedical DomainCode0
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration—0
Fully Hyperbolic Rotation for Knowledge Graph EmbeddingCode0
Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation—0
JEL: Applying End-to-End Neural Entity Linking in JPMorgan Chase—0
JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs—0
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AICode0
Grid-Based Projection of Spatial Data into Knowledge Graphs—0
Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models—0
Ontology Population using LLMs—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