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 1826–1850 of 2974 papers

TitleStatusHype
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering—0
Retrieval-based Knowledge Augmented Vision Language Pre-training—0
Retrieve and Re-rank: A Simple and Effective IR Approach to Simple Question Answering over Knowledge Graphs—0
Retrieving Information from the French Lexical Network in RDF/OWL Format—0
Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training—0
Revisiting Evaluation of Knowledge Base Completion Models—0
Revisiting Initializing Then Refining: An Incomplete and Missing Graph Imputation Network—0
Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path—0
r-GAT: Relational Graph Attention Network for Multi-Relational Graphs—0
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering—0
Ripple Knowledge Graph Convolutional Networks For Recommendation Systems—0
RiTeK: A Dataset for Large Language Models Complex Reasoning over Textual Knowledge Graphs—0
Robust NL-to-Cypher Translation for KBQA: Harnessing Large Language Model with Chain of Prompts—0
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation—0
Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement—0
Roof-BERT: Divide Understanding Labour and Join in Work—0
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space—0
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs—0
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion—0
RTF: Region-based Table Filling Method for Relational Triple Extraction—0
Rule-Guided Joint Embedding Learning over Knowledge Graphs—0
Rule Mining over Knowledge Graphs via Reinforcement Learning—0
Rx Strategist: Prescription Verification using LLM Agents System—0
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graphs—0
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation—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