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 551–600 of 2974 papers

TitleStatusHype
A Study of Situational Reasoning for Traffic UnderstandingCode1
GraphArena: Benchmarking Large Language Models on Graph Computational ProblemsCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP EducationCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
Hardware-agnostic Computation for Large-scale Knowledge Graph EmbeddingsCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?Code1
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
History repeats Itself: A Baseline for Temporal Knowledge Graph ForecastingCode1
A Critical Assessment of State-of-the-Art in Entity AlignmentCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware RecommendationCode1
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
IMF: Interactive Multimodal Fusion Model for Link PredictionCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
Inductive Knowledge Graph Reasoning for Multi-batch Emerging EntitiesCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Interactive Machine Comprehension with Dynamic Knowledge GraphsCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
Enhancing Document-level Relation Extraction by Entity Knowledge InjectionCode1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven ConversationCode1
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse TransformationCode1
Generating Knowledge Graphs by Employing Natural Language Processing and Machine Learning Techniques within the Scholarly DomainCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Inductive Entity Representations from Text via Link PredictionCode1
Learning Dynamic Belief Graphs to Generalize on Text-Based GamesCode1
KGMEL: Knowledge Graph-Enhanced Multimodal Entity LinkingCode1
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
A State-transition Framework to Answer Complex Questions over Knowledge Base—0
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba—0
Dual Attention Network for Cross-lingual Entity Alignment—0
Association Rules Enhanced Knowledge Graph Attention Network—0
Complexity of Arithmetic in Warded Datalog+-—0
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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