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.
• Our Report

Baseline Model

Fine-Tuning a Deep Learning based Transformer - DistilBERT

Added Custom Layers on top of Fine-Tuned DistilBERT

LLM-based Model

Execution Guide

• TMUX for idling long executions