Pattern Over-Generalization of Knowledge Graph Embedding

arXiv:2609.03487 · cs.CL, cs.AI · Submitted 2026-09-03 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-09-03

Updated: 2026-09-03

Comments: Accepted to EMNLP 2026, 22 pages, 9 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Generalization — 79× in this paper · explained in 13 episodes
Knowledge Graph — 35× in this paper · explained in 7 episodes
Embeddings — 33× in this paper · explained in 2 episodes
Benchmark — 18× in this paper · explained in 2 episodes
Body Instances — 13× in this paper
Actor — 11× in this paper · explained in 3 episodes
Knowledge graphs — 7× in this paper · explained in 2 episodes
Spectral Normalization — 5× in this paper
Score Function — 4× in this paper · explained in 4 episodes
Sparsity — 4× in this paper · explained in 4 episodes
Ablation — 3× in this paper · explained in 1 episode
Ablation study — 3× in this paper · explained in 1 episode
Representation Learning — 3× in this paper · explained in 2 episodes
Robustness — 3× in this paper · explained in 5 episodes
Pattern Over-Generalization Robust Embedding — 2× in this paper
Theoretical Guarantees — 2× in this paper · explained in 2 episodes
Verification — 2× in this paper · explained in 2 episodes
Comparison of Pattern Instances — 1× in this paper
Core — 1× in this paper · explained in 2 episodes
Downstream Tasks — 1× in this paper · explained in 2 episodes
GNNs — 1× in this paper · explained in 2 episodes
Loss Function — 1× in this paper · explained in 2 episodes
National Research Foundation of Korea — 1× in this paper
Riemannian optimization — 1× in this paper · explained in 2 episodes
Semantic Similarity — 1× in this paper · explained in 2 episodes
alpha — 1× in this paper · explained in 1 episode

Terminology

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