UMass-BioNLP at MEDIQA-M3G 2024: DermPrompt -- A Systematic Exploration of Prompt Engineering with GPT-4V for Dermatological Diagnosis

1 code implementation • 27 Apr 2024 • Parth Vashisht, Abhilasha Lodha, Mukta Maddipatla, Zonghai Yao, Avijit Mitra, Zhichao Yang, Junda Wang, Sunjae Kwon, Hong Yu

This paper presents our team's participation in the MEDIQA-ClinicalNLP2024 shared task B.

Prompt Engineering Retrieval

Understanding Code Semantics: An Evaluation of Transformer Models in Summarization

1 code implementation • 25 Oct 2023 • Debanjan Mondal, Abhilasha Lodha, Ankita Sahoo, Beena Kumari

This paper delves into the intricacies of code summarization using advanced transformer-based language models.

Code Summarization

On Surgical Fine-tuning for Language Encoders

1 code implementation • 25 Oct 2023 • Abhilasha Lodha, Gayatri Belapurkar, Saloni Chalkapurkar, Yuanming Tao, Reshmi Ghosh, Samyadeep Basu, Dmitrii Petrov, Soundararajan Srinivasan

We show evidence that for different downstream language tasks, fine-tuning only a subset of layers is sufficient to obtain performance that is close to and often better than fine-tuning all the layers in the language encoder.