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 22512300 of 2974 papers

TitleStatusHype
Knowledge Questions from Knowledge Graphs0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules0
Knowledge Representation in Graphs using Convolutional Neural Networks0
Knowledge Representation Learning with Contrastive Completion Coding0
Knowledge Representation via Joint Learning of Sequential Text and Knowledge Graphs0
Knowledge Router: Learning Disentangled Representations for Knowledge Graphs0
Knowledge Solver: Teaching LLMs to Search for Domain Knowledge from Knowledge Graphs0
Knowledge Transfer with Medical Language Embeddings0
KnowML: Improving Generalization of ML-NIDS with Attack Knowledge Graphs0
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs0
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition0
KompaRe: A Knowledge Graph Comparative Reasoning System0
KORE 50\^DYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase0
KPT: Keyword-guided Pre-training for Grounded Dialog Generation0
KSG: Knowledge and Skill Graph0
KVQA: Knowledge-Aware Visual Question Answering0
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings0
Language Model-Guided Knowledge Subgraphs for Question Answering0
Language Models sounds the Death Knell of Knowledge Graphs0
Large Knowledge Model: Perspectives and Challenges0
Large Language Models and Knowledge Graphs: Opportunities and Challenges0
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation0
Large Language Models as a Tool for Mining Object Knowledge0
Large Language Models for Biomedical Knowledge Graph Construction: Information extraction from EMR notes0
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions0
Large Language Models Meet Knowledge Graphs to Answer Factoid Questions0
Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents0
LEAPME: Learning-based Property Matching with Embeddings0
Learning Attention-based Representations from Multiple Patterns for Relation Prediction in Knowledge Graphs0
Learning Better Word Embedding by Asymmetric Low-Rank Projection of Knowledge Graph0
Learning beyond datasets: Knowledge Graph Augmented Neural Networks for Natural language Processing0
Learning Complete Topology-Aware Correlations Between Relations for Inductive Link Prediction0
Learning Contextualized Knowledge Graph Structures for Commonsense Reasoning0
Learning Deep Generative Models of Graphs0
Learning Embeddings from Knowledge Graphs With Numeric Edge Attributes0
Learning First-Order Rules with Relational Path Contrast for Inductive Relation Reasoning0
Learning From Graph-Structured Data: Addressing Design Issues and Exploring Practical Applications in Graph Representation Learning0
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference0
Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining0
Learning Graph Representations0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions0
Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection0
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding0
Learning Knowledge Graph-based World Models of Textual Environments0
Learning Knowledge Graphs for Question Answering through Conversational Dialog0
Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction0
Learning Multi-view Molecular Representations with Structured and Unstructured Knowledge0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Embedding-Based Entity Alignment Using Relation Structural SimilarityCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
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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