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 1251–1300 of 2974 papers

TitleStatusHype
Text-To-KG Alignment: Comparing Current Methods on Classification Tasks—0
What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph EmbeddingsCode0
A Study of Situational Reasoning for Traffic UnderstandingCode1
Shrinking Embeddings for Hyper-Relational Knowledge GraphsCode0
Knowledge Graph Reasoning over Entities and Numerical ValuesCode1
Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations—0
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy TasksCode0
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Graph Reasoning for Question Answering with Triplet Retrieval—0
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation—0
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning—0
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with TransformersCode1
MemeGraphs: Linking Memes to Knowledge GraphsCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
A Categorical Representation Language and Computational System for Knowledge-Based Planning—0
Collective Knowledge Graph Completion with Mutual Knowledge Distillation—0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities—0
Knowledge Graphs Querying—0
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Conversational Recommendation as Retrieval: A Simple, Strong Baseline—0
Query Structure Modeling for Inductive Logical Reasoning Over Knowledge GraphsCode0
Message Intercommunication for Inductive Relation Reasoning—0
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
Boosting Knowledge Graph Generation from Tabular Data with RML ViewsCode2
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection—0
GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs—0
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule LearningCode1
Friendly Neighbors: Contextualized Sequence-to-Sequence Link PredictionCode1
PRODIGY: Enabling In-context Learning Over Graphs—0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Analysing Biomedical Knowledge Graphs using Prime Adjacency MatricesCode0
Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs—0
Constructing and Interpreting Causal Knowledge Graphs from News—0
Growing and Serving Large Open-domain Knowledge Graphs—0
NeuSTIP: A Novel Neuro-Symbolic Model for Link and Time Prediction in Temporal Knowledge Graphs—0
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text—0
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation TasksCode1
The Structure and Dynamics of Knowledge Graphs, with SuperficialityCode0
Pre-trained Language Model with Prompts for Temporal Knowledge Graph CompletionCode1
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution—0
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local LevelCode1
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge AggregationCode0
Building Interoperable Electronic Health Records as Purpose-Driven Knowledge Graphs—0
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge BaseCode0
Show:102550
← PrevPage 26 of 60Next →
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