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

Showing 13511400 of 2974 papers

TitleStatusHype
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking0
Explainable GNN-Based Models over Knowledge Graphs0
Explainable Fact Checking with Probabilistic Answer Set Programming0
Explainable Entity-based Recommendations with Knowledge Graphs0
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs0
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings0
A Semantic Filter Based on Relations for Knowledge Graph Completion0
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration0
A Constraint-based Recommender System via RDF Knowledge Graphs0
Expanding Knowledge Graphs with Humans in the Loop0
Expanding Holographic Embeddings for Knowledge Completion0
Co-embedding of Nodes and Edges with Graph Neural Networks0
ExKG-LLM: Leveraging Large Language Models for Automated Expansion of Cognitive Neuroscience Knowledge Graphs0
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation0
ExBERT: An External Knowledge Enhanced BERT for Natural Language Inference0
A Joint Training Framework for Open-World Knowledge Graph Embeddings0
COCO-EX: A Tool for Linking Concepts from Texts to ConceptNet0
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training0
CN-HIT-IT.NLP at SemEval-2020 Task 4: Enhanced Language Representation with Multiple Knowledge Triples0
EventKG+TL: Creating Cross-Lingual Timelines from an Event-Centric Knowledge Graph0
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation0
Clustering Semantic Predicates in the Open Research Knowledge Graph0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks0
A Joint-Reasoning based Disease Q&A System0
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models0
EventKG: A Multilingual Event-Centric Temporal Knowledge Graph0
EventKE: Event-Enhanced Knowledge Graph Embedding0
Evaluation Dataset and Methodology for Extracting Application-Specific Taxonomies from the Wikipedia Knowledge Graph0
Evaluating the Predictive Features of Person-Centric Knowledge Graph Embeddings: Unfolding Ablation Studies0
Evaluating the Effectiveness of Artificial Intelligence in Predicting Adverse Drug Reactions among Cancer Patients: A Systematic Review and Meta-Analysis0
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors0
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis0
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness0
Classifying Organizations for Food System Ontologies using Natural Language Processing0
Class Granularity: How richly does your knowledge graph represent the real world?0
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks0
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs0
A Review of Knowledge Graph Completion0
A Conceptual Model for Attributions in Event-Centric Knowledge Graphs0
Fact-Checking Generative AI: Ontology-Driven Biological Graphs for Disease-Gene Link Verification0
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM0
Guiding Graph Embeddings using Path-Ranking Methods for Error Detection innoisy Knowledge Graphs0
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources0
CL4KGE: A Curriculum Learning Method for Knowledge Graph Embedding0
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks0
CKG: Dynamic Representation Based on Context and Knowledge Graph0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified