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Jack Williams

2 accepted papers

2025

Unlocking SLM Potential for Data Analysis Code Generation via Non-Parametric Knowledge Distillation

NeurIPS 2025poster

Knowledge distillation from Large Language Models (LLMs) to locally hosted Small Language Models (SLMs) provides advantages for Data Analysis Code Generation (DACG) such as privacy protection. However, achieving effective distillation without resource-intensive training is challenging. This paper in…

Cited by 0SourceScholar
2024

Solving Data-centric Tasks using Large Language Models

NAACL 2024findings

Large language models are rapidly replacing help forums like StackOverflow, and are especially helpful to non-professional programmers and end users. These users are often interested in data-centric tasks, like spreadsheet manipulation and data wrangling, which are hard to solve if the intent is onl…