SCHEMORA combines LLM-based metadata enrichment with hybrid vector and lexical retrieval to achieve new state-of-the-art schema matching accuracy on MIMIC-OMOP, improving HitRate@5 by 7.49 percentage points over prior best.
Cyclic Ferroelectric Switching and Quantized Charge Transport in CuInP$_2$S$_6$
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
The van der Waals layered ferroelectric CuInP$_2$S$_6$ has been found to exhibit a variety of intriguing properties arising from the fact that the Cu ions are unusually mobile in this system. While the polarization switching mechanism is usually understood to arise from Cu ion motion within the monolayers, a second switching path involving Cu motion across the van der Waals gaps has been suggested. In this work, we perform zero-temperature first-principles calculations on such switching paths, focusing on two types that preserve the periodicity of the primitive unit cell: ``cooperative" paths preserving the system's glide mirror symmetry, and ``sequential" paths in which the two Cu ions in the unit cell move independently of each other. We find that CuInP$_2$S$_6$ features a rich and varied energy landscape, and that sequential paths are clearly favored energetically both for cross-gap and through-layer paths. Importantly, these segments can be assembled to comprise a globally insulating cycle with the out-of-plane polarization evolving by a quantum as the Cu ions shift to neighboring layers. In this sense, we argue that CuInP$_2$S$_6$ embodies the physics of a quantized adiabatic charge pump.
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Schemora: schema matching via multi-stage recommendation and metadata enrichment using off-the-shelf llms
SCHEMORA combines LLM-based metadata enrichment with hybrid vector and lexical retrieval to achieve new state-of-the-art schema matching accuracy on MIMIC-OMOP, improving HitRate@5 by 7.49 percentage points over prior best.