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Emma Chen

3 accepted papers

2026

SLM-MUX: Orchestrating Small Language Models for Reasoning

ICLR 2026poster

With the rapid development of language models, the number of small language models (SLMs) has grown significantly. Although they do not achieve state-of-the-art accuracy, they are more efficient and often excel at specific tasks. This raises a natural question: can multiple SLMs be orchestrated into…

Cited by 0SourceScholar
2025

FactCheXcker: Mitigating Measurement Hallucinations in Chest X-ray Report Generation Models

CVPR 2025poster

Medical vision-language models often struggle with generating accurate quantitative measurements in radiology reports, leading to hallucinations that undermine clinical reliability. We introduce FactCheXcker, a modular framework that de-hallucinates radiology report measurements by leveraging an imp…

2023

Multimodal Clinical Benchmark for Emergency Care (MC-BEC): A Comprehensive Benchmark for Evaluating Foundation Models in Emergency Medicine

NeurIPS 2023poster

We propose the Multimodal Clinical Benchmark for Emergency Care (MC-BEC), a comprehensive benchmark for evaluating foundation models in Emergency Medicine using a dataset of 100K+ continuously monitored Emergency Department visits from 2020-2022. MC-BEC focuses on clinically relevant prediction task…

Cited by 30SourcePDFScholar