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 451–500 of 2974 papers

TitleStatusHype
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph PerspectiveCode1
Poisoning Knowledge Graph Embeddings via Relation Inference PatternsCode1
Pre-trained Language Model with Prompts for Temporal Knowledge Graph CompletionCode1
Pre-training Text-to-Text Transformers for Concept-centric Common SenseCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
Putting RDF2vec in OrderCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question AnsweringCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
QuatRE: Relation-Aware Quaternions for Knowledge Graph EmbeddingsCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
When Do Flat Minima Optimizers Work?Code1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQLCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
RDF2Vec Light -- A Lightweight Approach for Knowledge Graph EmbeddingsCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
Reasoning on Knowledge Graphs with Debate DynamicsCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
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