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
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language ModelsCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge GraphsCode1
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse TransformationCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
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
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense GenerationCode1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
Open Knowledge Graphs Canonicalization using Variational AutoencodersCode1
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Investigating Pretrained Language Models for Graph-to-Text GenerationCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
Interactive Machine Comprehension with Dynamic Knowledge GraphsCode1
KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and CompletionCode1
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
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question AnsweringCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven ConversationCode1
CSKG: The CommonSense Knowledge GraphCode1
Inductive Relation Prediction by BERTCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
A Study of Situational Reasoning for Traffic UnderstandingCode1
Inductive Relation Prediction by Subgraph ReasoningCode1
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
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
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
Knowing the No-match: Entity Alignment with Dangling CasesCode1
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
Extracting Summary Knowledge Graphs from Long DocumentsCode1
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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