BEDTime: A Unified Benchmark for Automatically Describing Time Series
Medhasweta Sen · Zachary Gottesman · Jiaxing Qiu · C. Bayan Bruss · Nam Nguyen · Thomas Hartvigsen
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Medhasweta Sen · Zachary Gottesman · Jiaxing Qiu · C. Bayan Bruss · Nam Nguyen · Thomas Hartvigsen
Mingtian Tan · Mike A Merrill · Zachary Gottesman · Tim Althoff · David Evans · Thomas Hartvigsen
A common goal in analyzing time series data is to understand how events cause observed variations. We study whether Large Language Models (LLMs) can infer natural language events associated with time series data.We introduce an automated method for generating tasks that test a model’s ability to...
Bryan R Christ · Penelope Molitz · Beau LeBlond · Zachary Gottesman · Jonathan Kropko · Thomas Hartvigsen
Math word problems (MWPs) are critical K-12 educational tools, and customizing them to students’ interests and ability levels can enhance learning. However, teachers struggle to find time to customize MWPs for students given large class sizes and increasing burnout. We propose that LLMs can suppo...