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 2251–2300 of 2974 papers

TitleStatusHype
Querying in the Age of Graph Databases and Knowledge Graphs—0
On the Capabilities of Pointer Networks for Deep Deductive Reasoning—0
Learning Knowledge Graph-based World Models of Textual Environments—0
Knowledge Graphs and Machine Learning in biased C4I applications—0
Semantic Representation and Inference for NLP—0
Node Classification Meets Link Prediction on Knowledge Graphs—0
Engineering Knowledge Graph from Patent Database—0
Citation Recommendation for Research Papers via Knowledge GraphsCode0
MindReader: Recommendation over Knowledge Graph Entities with Explicit User RatingsCode0
Multi-modal Entity Alignment in Hyperbolic Space—0
An evaluation of template and ML-based generation of user-readable text from a knowledge graph—0
Detecting and Adapting to Novelty in Games—0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks—0
Representing Syntax and Composition with Geometric TransformationsCode0
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba—0
Learning Representation over Dynamic Graph using Aggregation-Diffusion Mechanism—0
Entity Prediction in Knowledge Graphs with Joint Embeddings—0
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs—0
Leveraging Wikipedia Navigational Templates for Curating Domain-Specific Fuzzy Conceptual Bases—0
Knowledge Router: Learning Disentangled Representations for Knowledge Graphs—0
Embedding Knowledge Graphs Attentive to Positional and Centrality QualitiesCode0
Multifaceted Domain-Specific Document EmbeddingsCode0
Worldly Wise (WoW) - Cross-Lingual Knowledge Fusion for Fact-based Visual Spoken-Question Answering—0
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs—0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network—0
Wikipedia Entities as Rendezvous across Languages: Grounding Multilingual Language Models by Predicting Wikipedia Hyperlinks—0
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling—0
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion—0
Out-of-Vocabulary Entities in Link PredictionCode0
Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics—0
VANiLLa : Verbalized Answers in Natural Language at Large ScaleCode0
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices—0
iTelos -- Purpose Driven Knowledge Graph Generation—0
KECRS: Towards Knowledge-Enriched Conversational Recommendation System—0
Learning Embeddings from Knowledge Graphs With Numeric Edge Attributes—0
Link Prediction on N-ary Relational Facts: A Graph-based ApproachCode0
CAFE: Knowledge graph completion using neighborhood-aware featuresCode0
Is Knowledge Embedding Fully Exploited in Language Understanding? An Empirical Study—0
Neural-Symbolic Commonsense Reasoner with Relation Predictors—0
Incorporating Commonsense Knowledge Graph in Pretrained Models for Social Commonsense Tasks—0
Thematic recommendations on knowledge graphs using multilayer networks—0
Knowledge-based Review Generation by Coherence Enhanced Text Planning—0
Graph Learning: A Survey—0
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpediaCode0
Billion-scale Pre-trained E-commerce Product Knowledge Graph Model—0
An Adversarial Transfer Network for Knowledge Representation LearningCode0
Multi-view Inference for Relation Extraction with Uncertain KnowledgeCode0
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking—0
Towards Knowledge Graphs Validation through Weighted Knowledge Sources—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