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 851–875 of 2974 papers

TitleStatusHype
Label Informed Contrastive Pretraining for Node Importance Estimation on Knowledge GraphsCode1
Decoding Intelligence: A Framework for Certifying Knowledge Comprehension in LLMs—0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs—0
Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph CompletionCode1
Automating psychological hypothesis generation with AI: when large language models meet causal graph—0
Federated Neural Graph Databases—0
Knowledge Graph Enhanced Large Language Model Editing—0
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications—0
Question Calibration and Multi-Hop Modeling for Temporal Question Answering—0
Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering—0
Conditional Logical Message Passing Transformer for Complex Query AnsweringCode0
Identifying Semantic Induction Heads to Understand In-Context Learning—0
TILP: Differentiable Learning of Temporal Logical Rules on Knowledge GraphsCode1
SSTKG: Simple Spatio-Temporal Knowledge Graph for Intepretable and Versatile Dynamic Information EmbeddingCode0
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge GraphsCode0
A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions—0
InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration—0
Question Answering Over Spatio-Temporal Knowledge Graph—0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought—0
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph—0
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity AlignmentCode2
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models—0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion—0
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering—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