Search Results for author: Yiliang Zhou

Found 8 papers, 1 papers with code

Deciphering genomic codes using advanced NLP techniques: a scoping review

no code implementations25 Nov 2024 Shuyan Cheng, Yishu Wei, Yiliang Zhou, Zihan Xu, Drew N Wright, Jinze Liu, Yifan Peng

The goal of this review is to assess data and model accessibility in the most recent literature, gaining a better understanding of the existing capabilities and constraints of these tools in processing genomic sequencing data.

Enhancing disease detection in radiology reports through fine-tuning lightweight LLM on weak labels

no code implementations25 Sep 2024 Yishu Wei, Xindi Wang, Hanley Ong, Yiliang Zhou, Adam Flanders, George Shih, Yifan Peng

These findings demonstrate the potential of fine-tuning LLMs with synthetic labels, offering a promising direction for future research on LLM specialization in the medical domain.

Evaluating GPT-4 with Vision on Detection of Radiological Findings on Chest Radiographs

no code implementations22 Mar 2024 Yiliang Zhou, Hanley Ong, Patrick Kennedy, Carol Wu, Jacob Kazam, Keith Hentel, Adam Flanders, George Shih, Yifan Peng

The study examines the application of GPT-4V, a multi-modal large language model equipped with visual recognition, in detecting radiological findings from a set of 100 chest radiographs and suggests that GPT-4V is currently not ready for real-world diagnostic usage in interpreting chest radiographs.

Language Modelling Large Language Model

A Span-based Model for Extracting Overlapping PICO Entities from RCT Publications

no code implementations8 Jan 2024 Gongbo Zhang, Yiliang Zhou, Yan Hu, Hua Xu, Chunhua Weng, Yifan Peng

On the PICO-Corpus, PICOX obtained higher recall and F1 scores than the baseline and improved the micro recall score from 56. 66 to 67. 33.

Data Augmentation PICO

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