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 151–200 of 2974 papers

TitleStatusHype
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge GraphsCode1
History repeats Itself: A Baseline for Temporal Knowledge Graph ForecastingCode1
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation ExtractionCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity TypingCode1
ODA: Observation-Driven Agent for integrating LLMs and Knowledge GraphsCode1
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge GraphsCode1
Sequential Recommendation with Latent Relations based on Large Language ModelCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable AdaptationCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing DetectionCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
Label Informed Contrastive Pretraining for Node Importance Estimation on Knowledge GraphsCode1
Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph CompletionCode1
TILP: Differentiable Learning of Temporal Logical Rules on Knowledge GraphsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Forecasting high-impact research topics via machine learning on evolving knowledge graphsCode1
SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge GraphCode1
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths AggregationCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity AlignmentCode1
Parameter-Efficient Conversational Recommender System as a Language Processing TaskCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs ResponsesCode1
TEILP: Time Prediction over Knowledge Graphs via Logical ReasoningCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
HGE: Embedding Temporal Knowledge Graphs in a Product Space of Heterogeneous Geometric SubspacesCode1
Knowledge Graph Error Detection with Contrastive Confidence AdaptionCode1
Knowledge Graphs and Pre-trained Language Models enhanced Representation Learning for Conversational Recommender SystemsCode1
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory predictionCode1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge GraphsCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
zrLLM: Zero-Shot Relational Learning on Temporal Knowledge Graphs with Large Language ModelsCode1
XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMsCode1
Knowledgeable Preference Alignment for LLMs in Domain-specific Question AnsweringCode1
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph EnrichmentCode1
R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQLCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsCode1
Linking Surface Facts to Large-Scale Knowledge GraphsCode1
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language ModelsCode1
Qilin-Med: Multi-stage Knowledge Injection Advanced Medical Large Language ModelCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Relational Prior Knowledge Graphs for Detection and Instance SegmentationCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
Know2BIO: A Comprehensive Dual-View Benchmark for Evolving Biomedical Knowledge GraphsCode1
Reasoning on Graphs: Faithful and Interpretable Large Language Model ReasoningCode1
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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