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
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented GenerationCode9
From RAG to Memory: Non-Parametric Continual Learning for Large Language ModelsCode7
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context VideosCode7
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language ModelsCode7
SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoningCode5
Chatlaw: A Multi-Agent Collaborative Legal Assistant with Knowledge Graph Enhanced Mixture-of-Experts Large Language ModelCode5
AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale CorporaCode4
iText2KG: Incremental Knowledge Graphs Construction Using Large Language ModelsCode4
A Foundation Model for Zero-shot Logical Query ReasoningCode4
Don't Ignore Dual Logic Ability of LLMs while Privatizing: A Data-Intensive Analysis in Medical DomainCode4
Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge GraphsCode4
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
Affordable AI Assistants with Knowledge Graph of ThoughtsCode3
MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge GraphsCode3
GFM-RAG: Graph Foundation Model for Retrieval Augmented GenerationCode3
In-situ graph reasoning and knowledge expansion using Graph-PReFLexORCode3
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language ModelsCode3
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous GraphsCode3
Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language ModelsCode3
GNN-RAG: Graph Neural Retrieval for Large Language Model ReasoningCode3
GRAG: Graph Retrieval-Augmented GenerationCode3
Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity RepresentationCode3
An RML-FNML module for Python user-defined functions in Morph-KGCCode3
Declarative generation of RDF-star graphs from heterogeneous dataCode3
Accelerating Scientific Discovery with Generative Knowledge Extraction, Graph-Based Representation, and Multimodal Intelligent Graph ReasoningCode3
From human experts to machines: An LLM supported approach to ontology and knowledge graph constructionCode3
X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular DesignCode3
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive SurveyCode3
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and MultimodalCode3
Simple and Effective Relation-based Embedding Propagation for Knowledge Representation LearningCode3
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge GraphsCode3
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and OpportunitiesCode2
Managing FAIR Knowledge Graphs as Polyglot Data End Points: A Benchmark based on the rdf2pg Framework and Plant Biology DataCode2
Graph Foundation Models: A Comprehensive SurveyCode2
Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMsCode2
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM AgentsCode2
OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language ModelsCode2
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM GenerationCode2
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAGCode2
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph EnrichmentCode2
Knowledge Graph-Guided Retrieval Augmented GenerationCode2
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented GenerationCode2
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge GraphsCode2
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context ReasoningCode2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
Assessing SPARQL capabilities of Large Language ModelsCode2
wav2graph: A Framework for Supervised Learning Knowledge Graph from SpeechCode2
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
FinDKG: Dynamic Knowledge Graphs with Large Language Models for Detecting Global Trends in Financial MarketsCode2
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented GenerationCode2
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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