![](/sites/iie.smu.edu.sg/files/2023-10/Document%20based.jpg)
Document-based Question Answering System
Finding precise answers to questions within given articles is a challenge that existing systems struggle to address. There is a need for an AI-driven question answering technology that can automatically extract short spans of text as precise answers from articles.
![](/sites/iie.smu.edu.sg/files/2023-10/Quantum%20Machine.jpg)
Quantum Machine Learning for Credit Scoring
Credit rating for small and medium-sized enterprises (SMEs) presents a challenge compared to larger, well-analyzed companies. There is a need for a more accurate and efficient credit rating system that can leverage the potential of big data and overcome the limitations of traditional approaches.
![](/sites/iie.smu.edu.sg/files/2023-10/Quantum%20Consensus.jpg)
Consensus in distributed ledger technology is often limited by the blockchain trilemma, which encompasses data size, consensus speed, and network security. In this context, we present a leaderless quantum consensus algorithm that utilizes quantum simulators and real quantum computers for a simplified consensus scenario.