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 15511600 of 2974 papers

TitleStatusHype
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling0
MGSA: Multi-Granularity Graph Structure Attention for Knowledge Graph-to-Text Generation0
Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation0
SoftNER: Mining Knowledge Graphs From Cloud Incidents0
Mining On Alzheimer's Diseases Related Knowledge Graph to Identity Potential AD-related Semantic Triples for Drug Repurposing0
APPTeK: Agent-Based Predicate Prediction in Temporal Knowledge Graphs0
Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study0
Mitigating Relational Bias on Knowledge Graphs0
Mixed-Curvature Multi-Relational Graph Neural Network for Knowledge Graph Completion0
MixedEmotions: Social Semantic Emotion Analysis for Innovative Multilingual Big Data Analytics Markets0
MixKG: Mixing for harder negative samples in knowledge graph0
Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs0
MKGL: Mastery of a Three-Word Language0
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering0
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning0
Mobile Link Prediction: Automated Creation and Crowd-sourced Validation of Knowledge Graphs0
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion0
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models0
Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering0
Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints0
Modeling electronic health record data using a knowledge-graph-embedded topic model0
Modeling Event-Pair Relations in External Knowledge Graphs for Script Reasoning0
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs0
Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment0
Modeling Relational Patterns for Logical Query Answering over Knowledge Graphs0
Modeling Scale-free Graphs with Hyperbolic Geometry for Knowledge-aware Recommendation0
Modeling Spoken Information Queries for Virtual Assistants: Open Problems, Challenges and Opportunities0
Modeling the evolution of temporal knowledge graphs with uncertainty0
Modelling Multi-relations for Convolutional-based Knowledge Graph Embedding0
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning0
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning0
ModulE: Module Embedding for Knowledge Graphs0
MOHONE: Modeling Higher Order Network Effects in KnowledgeGraphs via Network Infused Embeddings0
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations0
Context Graph0
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs0
MPRM: A Markov Path-based Rule Miner for Efficient and Interpretable Knowledge Graph Reasoning0
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training0
MuCo-KGC: Multi-Context-Aware Knowledge Graph Completion0
MulDE: Multi-teacher Knowledge Distillation for Low-dimensional Knowledge Graph Embeddings0
Multi-Document Financial Question Answering using LLMs0
Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks0
Multi-hop Commonsense Knowledge Injection Framework for Zero-Shot Commonsense Question Answering0
Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?0
Multi-hop Question Answering over Knowledge Graphs using Large Language Models0
Multilingual Vector Representations of Words, Sentences, and Documents0
Multi-Modal Bayesian Embeddings for Learning Social Knowledge Graphs0
Multi-modal Entity Alignment in Hyperbolic Space0
Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs0
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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