Research Experience

Research Assistant at the University of Isfahan

Under the supervision of Dr. Mohammadreza Sharbaf (September 2023-Present)

• A low-code development platform for automatic generation of website chatbots
• Automated chatbot creation from user designs, enhancing accessibility for non-technical users.
• Development of a model-driven engineering system for automated code generation in robot user interface design, particularly in web-based forms.
• Cost-effective solutions for website chatbot development through automated code generation, expanding accessibility and affordability for a broader range of users.
• Creation of a user-friendly platform enabling individuals without extensive programming expertise to design custom conversational chatbots.

Undergraduate Research Assistant at the University of Isfahan

Under the supervision of Dr. Hamidreza Baradaran Kashani (November 2022-February 2024)

• Developed a summarization approach for the CNN/Daily Mail dataset, using word embeddings initialized with Glove weights.
• Researched the utilization of graph networks specific to each document, involving 300-dimensional words and 64-dimensional sentences, updating semantic node representations via graph attention networks.
• Implemented a classifier to label sentences as summaries (1) or not (0), followed by applying a softmax or maximum smooth function to select sentences based on a hyperparameter, resulting in document summaries.
• Applying convolutional neural networks (CNN) with various kernel sizes to capture n-grams.