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 476–500 of 2974 papers

TitleStatusHype
RecKG: Knowledge Graph for Recommender SystemsCode1
Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge GraphsCode1
Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path QualityCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with TransformersCode1
Rethinking Knowledge Graph Evaluation Under the Open-World AssumptionCode1
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
R-GCN: The R Could Stand for RandomCode1
Robust Retrieval Augmented Generation for Zero-shot Slot FillingCode1
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpaceCode1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using LiteralsCode1
S^2DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph CompletionCode1
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge GraphsCode1
CSKG: The CommonSense Knowledge GraphCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Scientific Language Models for Biomedical Knowledge Base Completion: An Empirical StudyCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Communicative Message Passing for Inductive Relation ReasoningCode1
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link PredictionCode1
Deep Graph Matching ConsensusCode1
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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