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 501550 of 2974 papers

TitleStatusHype
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language ModelsCode1
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse TransformationCode1
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language ModelsCode1
Keyword-Guided Neural Conversational ModelCode1
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text ClassificationCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Complex Query Answering with Neural Link PredictorsCode1
TILP: Differentiable Learning of Temporal Logical Rules on Knowledge GraphsCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Knowing the No-match: Entity Alignment with Dangling CasesCode1
KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and CompletionCode1
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question AnsweringCode1
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Open Knowledge Graphs Canonicalization using Variational AutoencodersCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
Investigating Pretrained Language Models for Graph-to-Text GenerationCode1
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
Instilling Type Knowledge in Language Models via Multi-Task QACode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
A Study of Situational Reasoning for Traffic UnderstandingCode1
CSKG: The CommonSense Knowledge GraphCode1
KGAT: Knowledge Graph Attention Network for RecommendationCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
Inductive Relation Prediction by BERTCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
A Critical Assessment of State-of-the-Art in Entity AlignmentCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Knowledgeable Preference Alignment for LLMs in Domain-specific Question AnsweringCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Context-aware Entity Typing in Knowledge GraphsCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
Inductive Relation Prediction by Subgraph ReasoningCode1
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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