Supervisor: Prof. Fajri Koto

• Developed AMIR-GRPO, a GRPO extension that injects implicit preference regularization to improve reasoning performance without additional annotation cost.
• Assessed the reliability, robustness, and human alignment of automated evaluation metrics for machine translation and text summarization.
• Investigated multilingual LLMs on culturally grounded procedural texts, highlighting gaps, biases, and limitations in cross-cultural language understanding.

Supervisor: Prof. Mahsa Shoaran

• Developed a speech brain-computer interface system to decode neural signals and support communication restoration for individuals with speech impairments.

• Designed and implemented software components for millimeter-wave body scanner systems.

• Served as a teaching assistant for multiple undergraduate courses.

• Implemented basic FPGA programming projects and gained hands-on experience with hardware-oriented development.