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 76–100 of 2974 papers

TitleStatusHype
Fully Geometric Multi-Hop Reasoning on Knowledge Graphs with Transitive Relations—0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
Hyperbolic Residual Quantization: Discrete Representations for Data with Latent Hierarchies—0
MPRM: A Markov Path-based Rule Miner for Efficient and Interpretable Knowledge Graph Reasoning—0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling—0
VITA: Versatile Time Representation Learning for Temporal Hyper-Relational Knowledge Graphs—0
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs—0
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
GraphOracle: A Foundation Model for Knowledge Graph Reasoning—0
Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM—0
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets—0
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented GenerationCode0
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge GraphCode0
Leveraging Graph Retrieval-Augmented Generation to Support Learners' Understanding of Knowledge Concepts in MOOCs—0
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs—0
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge BasesCode0
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware RecommendationCode1
Efficient and Scalable Neural Symbolic Search for Knowledge Graph Complex Query Answering—0
SciCom Wiki: Fact-Checking and FAIR Knowledge Distribution for Scientific Videos and Podcasts—0
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation—0
Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMsCode2
HALO: Half Life-Based Outdated Fact Filtering in Temporal Knowledge GraphsCode0
Injecting Knowledge Graphs into Large Language Models—0
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph CompletionCode1
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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