Natural Language Processing Work

Assignment 1 - Corpus analysis and sentence embeddings

Assignment 2 - Machine-Generated Text Detection

Seminar Research - Depression Detection

Given the rising popularity of social media, there is a risk of negative impacts such as cyberbullying, causing mental health distress to some users. As a result, we dived into an exploration of depression detection with the DORIS framework proposed by Lan X., Cheng Y., Sheng L., Gao C., and Li Y. It also forms a basis for our project which aims to perform a NLP-based model targetting suicide detection.

Project

Summary of Our Work

• Project's Proposal
• Presenting from the NLP's Perspective Our project analyzes suicidal intentions from popular social media platforms, and trains the best model for suicidal detection. Here are the models that we've used.

Fine-Tuning a Deep Learning based Transformer - DistilBERT

Execution Guide

• TMUX for idling long executions