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 2901–2950 of 2974 papers

TitleStatusHype
Entity Alignment with Noisy Annotations from Large Language ModelsCode0
Commonsense Knowledge Mining from Term DefinitionsCode0
NLP in Human Rights Research -- Extracting Knowledge Graphs About Police and Army Units and Their CommandersCode0
Analysing Biomedical Knowledge Graphs using Prime Adjacency MatricesCode0
NLQxform: A Language Model-based Question to SPARQL TransformerCode0
Node Attribute Completion in Knowledge Graphs with Multi-Relational PropagationCode0
Node-based Knowledge Graph Contrastive Learning for Medical Relationship PredictionCode0
ZeroKBC: A Comprehensive Benchmark for Zero-Shot Knowledge Base CompletionCode0
Self-Reinforced Graph Contrastive LearningCode0
Node Importance Estimation Leveraging LLMs for Semantic Augmentation in Knowledge GraphsCode0
Ensemble Semi-supervised Entity Alignment via Cycle-teachingCode0
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge BaseCode0
Commonsense Knowledge in Word Associations and ConceptNetCode0
No One is Perfect: Analysing the Performance of Question Answering Components over the DBpedia Knowledge GraphCode0
Enriching Ontologies with Disjointness Axioms using Large Language ModelsCode0
The Structure and Dynamics of Knowledge Graphs, with SuperficialityCode0
Exploring the Reversal Curse and Other Deductive Logical Reasoning in BERT and GPT-Based Large Language ModelsCode0
What's In Your Field? Mapping Scientific Research with Knowledge Graphs and Large Language ModelsCode0
Enriching Documents with Compact, Representative, Relevant Knowledge GraphsCode0
VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily ActivitiesCode0
Numerical Literals in Link Prediction: A Critical Examination of Models and DatasetsCode0
Enhancing multimodal analogical reasoning with Logic Augmented GenerationCode0
Enhancing Natural Language Representation with Large-Scale Out-of-Domain CommonsenseCode0
Type-enhanced Ensemble Triple Representation via Triple-aware Attention for Cross-lingual Entity AlignmentCode0
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
Enhancing Biomedical Lay Summarisation with External Knowledge GraphsCode0
Type Information-Assisted Self-Supervised Knowledge Graph DenoisingCode0
End-to-end Structure-Aware Convolutional Networks for Knowledge Base CompletionCode0
OKGIT: Open Knowledge Graph Link Prediction with Implicit TypesCode0
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways OutCode0
Semantic Enrichment of the Quantum Cascade Laser Properties in Text- A Knowledge Graph Generation ApproachCode0
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding QualityCode0
On Contrasting YAGO with GPT-J: An Experiment for Person-Related AttributesCode0
On-Demand and Lightweight Knowledge Graph Generation -- a Demonstration with DBpediaCode0
End-to-End Learning on Multimodal Knowledge GraphsCode0
End-to-End Entity Classification on Multimodal Knowledge GraphsCode0
A Comparative Study of Distributional and Symbolic Paradigms for Relational LearningCode0
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge GraphsCode0
COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionCode0
One-Shot Relational Learning for Knowledge GraphsCode0
Assessing LLMs Suitability for Knowledge Graph CompletionCode0
Rethinking Complex Queries on Knowledge Graphs with Neural Link PredictorsCode0
Semantic-Geometric-Physical-Driven Robot Manipulation Skill Transfer via Skill Library and Tactile RepresentationCode0
A General Benchmarking Framework for Text GenerationCode0
On Inductive Abilities of Latent Factor Models for Relational LearningCode0
TIGER: Temporally Improved Graph Entity LinkerCode0
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware EntitiesCode0
A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge GraphsCode0
OnSET: Ontology and Semantic Exploration ToolkitCode0
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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