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Logical Embeddings for Argument Analysis

arXiv cs.CL · 2026-08-18 Cached

This paper introduces logical embeddings for argument analysis, providing a mathematical framework that outperforms standard embedding methods by focusing on logical semantics and argumentation structures.

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Data eccentricity, asymptotics of Gaussian RBF reproducing kernel Hilbert space, and kernel PCA

arXiv cs.LG · 2026-07-27 Cached

This paper proves that for large bandwidths, the Gaussian RBF reproducing kernel Hilbert space becomes asymptotically isometric to Euclidean space, causing kernel PCA to converge to linear PCA. A measure of data eccentricity predicts convergence behavior in top principal directions.

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