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 1251–1275 of 2974 papers

TitleStatusHype
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
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
Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations—0
Knowledge Graph Reasoning over Entities and Numerical ValuesCode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy TasksCode0
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
Query Structure Modeling for Inductive Logical Reasoning Over Knowledge GraphsCode0
Conversational Recommendation as Retrieval: A Simple, Strong Baseline—0
Message Intercommunication for Inductive Relation Reasoning—0
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule LearningCode1
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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