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 451–500 of 2974 papers

TitleStatusHype
TIGER: Temporally Improved Graph Entity LinkerCode0
ReasonPlanner: Enhancing Autonomous Planning in Dynamic Environments with Temporal Knowledge Graphs and LLMs—0
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective—0
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation—0
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for RecommendationCode0
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction—0
Disease Entity Recognition and Normalization is Improved with Large Language Model Derived Synthetic Normalized Mentions—0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering—0
MKGL: Mastery of a Three-Word Language—0
Diversified and Adaptive Negative Sampling on Knowledge Graphs—0
Context-Augmented Code Generation Using Programming Knowledge Graphs—0
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs—0
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applicationsCode0
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs—0
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
Posets and Bounded Probabilities for Discovering Order-inducing Features in Event Knowledge Graphs—0
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
Information Discovery in e-Commerce—0
Representing Web Applications As Knowledge Graphs—0
Neuro-Symbolic Entity Alignment via Variational Inference—0
Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge GraphsCode0
Enriching Ontologies with Disjointness Axioms using Large Language ModelsCode0
Semantic-Guided RL for Interpretable Feature Engineering—0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
LLM+KG@VLDB'24 Workshop Summary—0
Conversational Exploratory Search of Scholarly Publications Using Knowledge GraphsCode0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems—0
Complex Logical Query Answering by Calibrating Knowledge Graph Completion ModelsCode0
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
GUNDAM: Aligning Large Language Models with Graph Understanding—0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
Rehearsing Answers to Probable Questions with Perspective-Taking—0
Explainable Enrichment-Driven GrAph Reasoner (EDGAR) for Large Knowledge Graphs with Applications in Drug RepurposingCode0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
Visual Data Diagnosis and Debiasing with Concept GraphsCode0
AutoLLM-CARD: Towards a Description and Landscape of Large Language ModelsCode0
KIPPS: Knowledge infusion in Privacy Preserving Synthetic Data Generation—0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graphs—0
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis—0
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge GraphsCode0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues—0
Leveraging Knowledge Graphs and LLMs to Support and Monitor Legislative Systems—0
Procedure Model for Building Knowledge Graphs for Industry Applications—0
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning—0
KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning—0
Geometric Relational Embeddings—0
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration—0
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain—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