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Ellen Zhang

3 accepted papers

2026

Physiology as Language: Translating Nocturnal Breathing to EEG

ICML 2026poster

This paper introduces a novel cross-physiology translation task: synthesizing sleep electroencephalography (EEG) from respiration signals. To address the significant complexity gap between the two modalities, we propose a waveform-conditional generative framework that preserves fine-grained respirat…

Cited by 0SourceScholar
2024

On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering

NAACL 2024findings

This study introduces a new long-form database question answering dataset designed to evaluate how Large Language Models (LLMs) interact with a SQL interpreter. The task necessitates LLMs to strategically generate multiple SQL queries to retrieve sufficient data from a database, to reason with the a…

Cited by 13SourcePDFScholar
2023

Enhancing Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies

EMNLP 2023long findings

In-context learning (ICL) has emerged as a new approach to various natural language processing tasks, utilizing large language models (LLMs) to make predictions based on context that has been supplemented with a few examples or task-specific instructions. In this paper, we aim to extend this method…

Cited by 0SourceScholar