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 2001–2050 of 2974 papers

TitleStatusHype
Robust Retrieval Augmented Generation for Zero-shot Slot FillingCode1
A Temporal Knowledge Graph Completion Method Based on Balanced Timestamp Distribution—0
GeoVectors: A Linked Open Corpus of OpenStreetMap Embeddings on World Scale—0
Geometric Models for (Temporally) Attributed Description Logics—0
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal ExplanationsCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language TextCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs—0
Modeling Scale-free Graphs with Hyperbolic Geometry for Knowledge-aware Recommendation—0
User-friendly Comparison of Similarity Algorithms on WikidataCode1
Putting RDF2vec in OrderCode1
KGAP: Knowledge Graph Augmented Political Perspective Detection in News MediaCode0
#StayHome or #Marathon? Social Media Enhanced Pandemic Surveillance on Spatial-temporal Dynamic Graphs—0
Fuzzy Logic Based Logical Query Answering on Knowledge GraphsCode1
ExBERT: An External Knowledge Enhanced BERT for Natural Language Inference—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
Modeling Event-Pair Relations in External Knowledge Graphs for Script Reasoning—0
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Employing Argumentation Knowledge Graphs for Neural Argument GenerationCode0
Joint Detection and Coreference Resolution of Entities and Events with Document-level Context Aggregation—0
Space Efficient Context Encoding for Non-Task-Oriented Dialogue Generation with Graph Attention TransformerCode0
SemEval-2021 Task 8: MeasEval -- Extracting Counts and Measurements and their Related Contexts—0
Grain: Improving Data Efficiency of Graph Neural Networks via Diversified Influence MaximizationCode0
Sparse Feature Factorization for Recommender Systems with Knowledge Graphs—0
An Online Question Answering System based on Sub-graph Searching—0
Towards Neural Schema Alignment for OpenStreetMap and Knowledge GraphsCode0
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning—0
Embedding Signals on Knowledge Graphs with Unbalanced Diffusion Earth Mover's Distance—0
Guided Generation of Cause and Effect—0
Applications of knowledge graphs for food science and industry—0
Technical Report of Team GraphMIRAcles in the WikiKG90M-LSC Track of OGB-LSC @ KDD Cup 2021—0
ProGS: Property Graph Shapes Language (Extended Version)Code0
Zero-shot Visual Question Answering using Knowledge GraphCode1
MetaP: Meta Pattern Learning for One-Shot Knowledge Graph CompletionCode1
Similar Cases Recommendation using Legal Knowledge GraphsCode0
Improving Inductive Link Prediction Using Hyper-Relational FactsCode1
Learning Concept Lengths Accelerates Concept Learning in ALCCode0
Rail Topology Ontology: A Rail Infrastructure Base Ontology—0
A Systematic Survey of Text Worlds as Embodied Natural Language Environments—0
EchoEA: Echo Information between Entities and Relations for Entity AlignmentCode0
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review—0
Rating and aspect-based opinion graph embeddings for explainable recommendations—0
Graphing else matters: exploiting aspect opinions and ratings in explainable graph-based recommendations—0
Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking—0
Sangrahaka: A Tool for Annotating and Querying Knowledge GraphsCode0
Knowledge Modelling and Active Learning in Manufacturing—0
Trans4E: Link Prediction on Scholarly Knowledge Graphs—0
On-Demand and Lightweight Knowledge Graph Generation -- a Demonstration with DBpediaCode0
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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