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 1426–1450 of 2974 papers

TitleStatusHype
Exploring the Reversal Curse and Other Deductive Logical Reasoning in BERT and GPT-Based Large Language ModelsCode0
Large Knowledge Model: Perspectives and Challenges—0
Local-Global History-aware Contrastive Learning for Temporal Knowledge Graph Reasoning—0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
Location Sensitive Embedding for Knowledge Graph Reasoning—0
On Exploring the Reasoning Capability of Large Language Models with Knowledge Graphs—0
Semantic Parsing for Question Answering over Knowledge Graphs—0
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language PretrainingCode0
Rule-Guided Joint Embedding Learning over Knowledge Graphs—0
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)—0
BioLORD-2023: Semantic Textual Representations Fusing LLM and Clinical Knowledge Graph Insights—0
The WebCrow French Crossword Solver—0
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management—0
Dynamic Fault Analysis in Substations Based on Knowledge Graphs—0
Towards a Gateway for Knowledge Graph Schemas Collection, Analysis, and Embedding—0
Exploring Naive Bayes Classifiers for Tabular Data to Knowledge Graph Matching—0
DREIFLUSS: A Minimalist Approach for Table Matching—0
Using Causal Threads to Explain Changes in a Dynamic System—0
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization—0
Enhancing Emergency Decision-making with Knowledge Graphs and Large Language Models—0
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion?—0
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction—0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge—0
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey—0
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning—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