Author

Ivan Kuznetsov

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#large language models Open access Sep 2026

Climate Knowledge in Large Language Models

This evaluation framework provides a reproducible benchmark for quantifying parametric climate knowledge in LLMs, and shows that LLMs reproduce broad geographic regularities in climatological temperature fields, capturing latitudinal and topographic patterns.

Ivan S. Kuznetsov, Jacopo Grassi, Dmitrii Pantiukhin et al. · Artificial Intelligence for... · 0 citations

Preprint Aug 2026

FESOM2-JAX v1.0: a differentiable shadow of the ocean-sea-ice model FESOM2, cast onto GPUs

We present FESOM2-JAX, a Python re-implementation of the Finite-volumE Sea ice-Ocean Model (FESOM2) in JAX. The model retains the unstructured-mesh, cell-vertex finite-volume formulation of the original, runs unchanged from a laptop CPU to 256 GPUs, and is end-to-end differentiable. FESOM2-JAX is a code shadow of the F...

Nikolay Koldunov, S. Danilov, S. Cheedela et al. · 1 citation