Your Name

Shangrong Wu (John)

Master of Computing

School of Computing, NUS

I am a master of Computing student at National University of Singapore. My current research focus on optimizing Human-AI collaboration and information retrieval, and my interests revolve around Chain-of-Thought of Multimodal Large Language Model (MLLM), Interactive Information Retrieval, and HCI. I also have developed multiple web applications.

Download CV

Interests

  • Human-AI Collaboration/Interaction
  • Information Retrieval
  • Large Language Models (LLM) Reasoning

Education

Master of Computing

National University of Singapore

BSc Enterprise Engineering with Management

The Hong Kong Polytechnic University

Research


Pre-prints

Chain-of-Thought Re-ranking for Image Retrieval Tasks

S. WU, Y. Zhou, Y. Chen, F. Zhang, and P. Mok

We propose a training- free re-ranking framework using Multimodal Large Language Models (MLLMs) to refine VLM results through sophisticated reasoning. Our Chain-of-Thought prompting strategy guides MLLMs through three steps: (1) deconstructing queries into semantic elements, (2) evaluating candidate images with detailed justification, and (3) performing fine-grained list-wise re-ranking through comparative analysis.

Read Paper (PDF)

Ongoing

Human-AI Collaboration for Image Classification

This project aims to investigate the relationship between human’s delegation skills and willingness to delegate tasks to AI in image classification problem. Our goal is to identify the solutions to optimize human-AI collaboration performance.

Projects


Uniform Project

AOB uniform app is combining AI technology to bring innovation in traditional uniform measurement in Hong Kong. In the traditional uniform buying process, parents and children need to either visit the uniform company or wait for the company to do the body measurement in the school. By using our app, parents and children can take the body measurement and receive the size suggestion in purchasing a uniform at any time and anywhere.

My role:

(1) Front-end Development with Angular (TypeScript)
(2) Back-end Development with FastAPI (Python)
(3) Linux server mantenance
(4) Database mantenance

  Get it on Google Play
Jersey Project

An jersey design App that allow users design their jersey with AI-generated prints, custom Logos, and text.

My role:

(1) Front-end Development with Angular (TypeScript)
(2) Back-end Development with FastAPI (Python)
(3) Linux server mantenance
(4) Database mantenance