Training a generative classifier to output an LLM-generated reasoning before the emotion label improved emotion classification accuracy from 49.7% to 58.4% on the dair-ai/emotion test set.
Spiraling of sub-Riemannian geodesics around the Reeb flow in the 3D contact case
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abstract
We consider a closed three-dimensional contact sub-Riemannian manifold. The objective of this note is to provide a precise description of the sub-Riemannian geodesics with large initial momenta: we prove that they "spiral around the Reeb orbits", not only in the phase space but also in the configuration space. Our analysis is based on a normal form along any Reeb orbit due to Melrose.
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Two-Stage Reasoning-Infused Learning: Improving Classification with LLM-Generated Reasoning
Training a generative classifier to output an LLM-generated reasoning before the emotion label improved emotion classification accuracy from 49.7% to 58.4% on the dair-ai/emotion test set.