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 1–50 of 2974 papers

TitleStatusHype
SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs—0
Topic Modeling and Link-Prediction for Material Property Discovery—0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
Context-Driven Knowledge Graph Completion with Semantic-Aware Relational Message Passing—0
Enhancing LLM Tool Use with High-quality Instruction Data from Knowledge Graph—0
Active Inference AI Systems for Scientific Discovery—0
Generating Reliable Adverse event Profiles for Health through Automated Integrated Data (GRAPH-AID): A Semi-Automated Ontology Building Approach—0
KnowML: Improving Generalization of ML-NIDS with Attack Knowledge Graphs—0
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
Beyond Prediction -- Structuring Epistemic Integrity in Artificial Reasoning Systems—0
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge GraphsCode0
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation—0
Integrating Knowledge Graphs and Bayesian Networks: A Hybrid Approach for Explainable Disease Risk Prediction—0
On Immutable Memory Systems for Artificial Agents: A Blockchain-Indexed Automata-Theoretic Framework Using ECDH-Keyed Merkle Chains—0
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs—0
Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs—0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender SystemsCode0
Paths to Causality: Finding Informative Subgraphs Within Knowledge Graphs for Knowledge-Based Causal DiscoveryCode0
From Pixels to Graphs: using Scene and Knowledge Graphs for HD-EPIC VQA Challenge—0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
A Temporal FRBR/FRBRoo-Based Model for Component-Level Versioning of Legal Norms—0
Representing Time-Continuous Behavior of Cyber-Physical Systems in Knowledge Graphs—0
OpenAg: Democratizing Agricultural Intelligence—0
Schema Generation for Large Knowledge Graphs Using Large Language Models—0
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering—0
Retrieval-Augmented Generation of Ontologies from Relational Databases—0
G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language ModelsCode0
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning—0
LLM Inference Enhanced by External Knowledge: A SurveyCode0
Leveraging Knowledge Graphs and LLMs for Structured Generation of Misinformation—0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing—0
Guiding Generative Storytelling with Knowledge Graphs—0
Knowledge Graphs for Digitized Manuscripts in Jagiellonian Digital Library Application—0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
GenIC: An LLM-Based Framework for Instance Completion in Knowledge GraphsCode0
Position Paper: Metadata Enrichment Model: Integrating Neural Networks and Semantic Knowledge Graphs for Cultural Heritage Applications—0
From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs—0
Rethinking Regularization Methods for Knowledge Graph Completion—0
AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale CorporaCode4
Spatial Knowledge Graph-Guided Multimodal Synthesis—0
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM—0
Streamlining Knowledge Graph Creation with PyRML—0
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework—0
Conversational Lexicography: Querying Lexicographic Data on Knowledge Graphs with SPARQL through Natural Language—0
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and OpportunitiesCode2
Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
Conversational Exploration of Literature Landscape with LitChat—0
Managing FAIR Knowledge Graphs as Polyglot Data End Points: A Benchmark based on the rdf2pg Framework and Plant Biology DataCode2
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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