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 2851–2900 of 2974 papers

TitleStatusHype
Associative Knowledge Graphs for Efficient Sequence Storage and RetrievalCode0
Zero-Shot Relational Learning for Multimodal Knowledge GraphsCode0
TrustUQA: A Trustful Framework for Unified Structured Data Question AnsweringCode0
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge GraphsCode0
Context-aware knowledge graph framework for traffic speed forecasting using graph neural networkCode0
Narrative Cartography with Knowledge GraphsCode0
An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case StudyCode0
Scalable Label Propagation for Multi-relational Learning on the Tensor Product of GraphsCode0
Scalable Micro-planned Generation of Discourse from Structured DataCode0
Context-Aware Composition of Agent Policies by Markov Decision Process Entity Embeddings and Agent EnsemblesCode0
Scaling Knowledge Graphs for Automating AI of Digital TwinsCode0
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationCode0
NeMig -- A Bilingual News Collection and Knowledge Graph about MigrationCode0
EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge GraphsCode0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
NestE: Modeling Nested Relational Structures for Knowledge Graph ReasoningCode0
Tucker decomposition-based Temporal Knowledge Graph CompletionCode0
Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge GraphsCode0
Neural Class Expression SynthesisCode0
Neural Concept Formation in Knowledge GraphsCode0
Neural Graph Embedding Methods for Natural Language ProcessingCode0
Evaluating improvements on using Large Language Models (LLMs) for property extraction in the Open Research Knowledge Graph (ORKG)Code0
Evaluating Class Membership Relations in Knowledge Graphs using Large Language ModelsCode0
Evaluating Agent Interactions Through Episodic Knowledge GraphsCode0
ESA: Entity Summarization with AttentionCode0
ERNIE: Enhanced Language Representation with Informative EntitiesCode0
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based GamesCode0
Connector 0.5: A unified framework for graph representation learningCode0
TuckerDNCaching: high-quality negative sampling with tucker decompositionCode0
Neural Snowball for Few-Shot Relation LearningCode0
Scholarly Wikidata: Population and Exploration of Conference Data in Wikidata using LLMsCode0
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity AlignmentCode0
Analysis of the Impact of Negative Sampling on Link Prediction in Knowledge GraphsCode0
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language ModelsCode0
TuckER: Tensor Factorization for Knowledge Graph CompletionCode0
Conditional Logical Message Passing Transformer for Complex Query AnsweringCode0
SEA: A Scalable Entity Alignment SystemCode0
There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question AnsweringCode0
Compositional Generalization with Grounded Language ModelsCode0
Secure Evaluation of Knowledge Graph Merging GainCode0
Neural Variational Inference For Estimating Uncertainty in Knowledge Graph EmbeddingsCode0
SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity EmbeddingsCode0
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge GraphCode0
Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information RetrievalCode0
The Role of Graph Topology in the Performance of Biomedical Knowledge Graph Completion ModelsCode0
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge RefinementCode0
Complex Logical Query Answering by Calibrating Knowledge Graph Completion ModelsCode0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
Neuro-symbolic representation learning on biological knowledge graphsCode0
What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph EmbeddingsCode0
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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