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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 801–825 of 2974 papers

TitleStatusHype
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
A Survey on Lexical Ambiguity Detection and Word Sense Disambiguation—0
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization—0
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training—0
General LLMs as Instructors for Domain-Specific LLMs: A Sequential Fusion Method to Integrate Extraction and Editing—0
KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable AdaptationCode1
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis—0
Declarative generation of RDF-star graphs from heterogeneous dataCode3
InBox: Recommendation with Knowledge Graph using Interest Box Embedding—0
Prompt-fused framework for Inductive Logical Query Answering—0
Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification—0
Accelerating Scientific Discovery with Generative Knowledge Extraction, Graph-Based Representation, and Multimodal Intelligent Graph ReasoningCode3
Construction of Hyper-Relational Knowledge Graphs Using Pre-Trained Large Language Models—0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models—0
Tokensome: Towards a Genetic Vision-Language GPT for Explainable and Cognitive Karyotyping—0
Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge GraphsCode0
Meta Operator for Complex Query Answering on Knowledge Graphs—0
Federated Knowledge Graph Unlearning via Diffusion Model—0
From human experts to machines: An LLM supported approach to ontology and knowledge graph constructionCode3
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs—0
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Knowledge Graph Large Language Model (KG-LLM) for Link Prediction—0
Narrating Causal Graphs with Large Language Models—0
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking TechniquesCode2
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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