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 2601–2625 of 2974 papers

TitleStatusHype
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning—0
Node Embeddings for Graph Merging: Case of Knowledge Graph Construction—0
Improving Distantly-Supervised Relation Extraction with Joint Label Embedding—0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
DRUM: End-To-End Differentiable Rule Mining On Knowledge GraphsCode0
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?—0
Is it a Fruit, an Apple or a Granny Smith? Predicting the Basic Level in a Concept Hierarchy—0
Towards Combinational Relation Linking over Knowledge Graphs—0
Question Answering over Knowledge Graphs via Structural Query Patterns—0
Building Dynamic Knowledge Graphs from Text-based GamesCode0
Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation—0
Towards Learning Cross-Modal Perception-Trace Models—0
Using a KG-Copy Network for Non-Goal Oriented DialoguesCode0
Efficiently Embedding Dynamic Knowledge Graphs—0
Aligning Cross-Lingual Entities with Multi-Aspect InformationCode0
GREASE: A Generative Model for Relevance Search over Knowledge Graphs—0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
Knowledge-based Biomedical Data Science 2019—0
Commonsense Knowledge Base Completion with Structural and Semantic ContextCode0
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations—0
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction—0
DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge GraphsCode0
Distantly Supervised Question ParsingCode0
Representation Learning with Ordered Relation Paths for Knowledge Graph CompletionCode0
NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN—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