Search Results for author: Jacob Bieker

Found 4 papers, 2 papers with code

RouterBench: A Benchmark for Multi-LLM Routing System

1 code implementation18 Mar 2024 Qitian Jason Hu, Jacob Bieker, Xiuyu Li, Nan Jiang, Benjamin Keigwin, Gaurav Ranganath, Kurt Keutzer, Shriyash Kaustubh Upadhyay

To bridge this gap, we present RouterBench, a novel evaluation framework designed to systematically assess the efficacy of LLM routing systems, along with a comprehensive dataset comprising over 405k inference outcomes from representative LLMs to support the development of routing strategies.

Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UK

1 code implementation15 Jan 2024 Wenqi Wang, Jacob Bieker, Rossella Arcucci, César Quilodrán-Casas

In recent years, the convergence of data-driven machine learning models with Data Assimilation (DA) offers a promising avenue for enhancing weather forecasting.

Weather Forecasting

Discovering Effective Policies for Land-Use Planning with Neuroevolution

no code implementations21 Nov 2023 Risto Miikkulainen, Olivier Francon, Daniel Young, Elliot Meyerson, Clemens Schwingshackl, Jacob Bieker, Hugo Cunha, Babak Hodjat

How areas of land are allocated for different uses, such as forests, urban areas, and agriculture, has a large effect on the terrestrial carbon balance, and therefore climate change.

Comparing the carbon costs and benefits of low-resource solar nowcasting

no code implementations10 Oct 2022 Ben Dixon, María Pérez-Ortiz, Jacob Bieker

Solar PV yield nowcasting is used to help anticipate peaks and troughs in demand to support grid integration.

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