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 2151–2200 of 2974 papers

TitleStatusHype
Zero-shot Slot Filling with DPR and RAGCode1
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge TranslationCode0
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
Finding Motifs in Knowledge Graphs using CompressionCode0
Improving Hyper-Relational Knowledge Graph CompletionCode0
Membership Inference Attacks on Knowledge Graphs—0
NePTuNe: Neural Powered Tucker Network for Knowledge Graph CompletionCode1
Applying Personal Knowledge Graphs to Health—0
Quadratic GCN for Graph ClassificationCode0
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question AnsweringCode1
On Representation Learning for Scientific News Articles Using Heterogeneous Knowledge Graphs—0
Edge: Enriching Knowledge Graph Embeddings with External Text—0
KI-BERT: Infusing Knowledge Context for Better Language and Domain Understanding—0
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification—0
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
SERAG: Semantic Entity Retrieval from Arabic Knowledge Graphs—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
COCO-EX: A Tool for Linking Concepts from Texts to ConceptNet—0
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained TransformersCode1
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web—0
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample MiningCode1
Incorporating Connections Beyond Knowledge Embeddings: A Plug-and-Play Module to Enhance Commonsense Reasoning in Machine Reading Comprehension—0
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask BenchmarkCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
ChronoR: Rotation Based Temporal Knowledge Graph Embedding—0
Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge GraphsCode1
OGB-LSC: A Large-Scale Challenge for Machine Learning on GraphsCode1
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
Using a Personal Health Library-Enabled mHealth Recommender System for Self-Management of Diabetes Among Underserved Populations: Use Case for Knowledge Graphs and Linked Data—0
A Novel Paper Recommendation Method Empowered by Knowledge Graph: for Research Beginners—0
iWarded: A System for Benchmarking Datalog+/- Reasoning (technical report)—0
Universal Representation Learning of Knowledge Bases by Jointly Embedding Instances and Ontological ConceptsCode1
ParaQA: A Question Answering Dataset with Paraphrase Responses for Single-Turn ConversationCode0
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge GraphsCode0
Inductive Relation Prediction by BERTCode1
Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge GraphsCode1
Technical Report on Data Integration and Preparation—0
FinMatcher at FinSim-2: Hypernym Detection in the Financial Services Domain using Knowledge Graphs—0
RAGA: Relation-aware Graph Attention Networks for Global Entity AlignmentCode1
BERT-based knowledge extraction method of unstructured domain text—0
Logic Embeddings for Complex Query AnsweringCode1
Secure Evaluation of Knowledge Graph Merging GainCode0
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification—0
LightCAKE: A Lightweight Framework for Context-Aware Knowledge Graph Embedding—0
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph PerspectiveCode1
Knowledge Hypergraph Embedding Meets Relational AlgebraCode0
Learning Visual Models using a Knowledge Graph as a Trainer—0
Meta-Path-Free Representation Learning on Heterogeneous Networks—0
A Metamodel and Framework for Artificial General Intelligence From Theory to Practice—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