Named entity recognition aims to detect entities that refer to people, locations, organizations and similar in a given sentence.
This project involves reimplementing a recent NER tagger that is shown to surpass the state-of-the-art performance for morphologically rich languages [1].
We will employ a software framework that is specific to NLP to easily build, train, evaluate and deploy the new tagger, i.e. Stanza, Flair or Huggingface.
We will also add some new features to exploit all types of word embeddings easily.
Edge systems can be thought of as micro-cloud infrastructures that serve devices in proximity. Devices with insufficient computational capacities (AR/VR glasses, mobile gadgets, smartphones depending on the application) can augment their compute power using these edge servers.
We are looking for motivated student(s) to form a dataset of micro-scale beads from microscopic videos and test it with state-of-the-art techniques of multi-object detection, instance segmentation, and, if time permits, multi-object tracking (MOT).
The main challenge here is that a continuous flow making moving micro-scale beads look blurry, very fast to detect, and the existence of false-negative candidates.
Context and Motivation: Class diagrams are widely adopted by the software development industry to describe either the inner structure of an object-oriented software or to describe the concepts and the relations among them in a domain. Even though the learning curve of drawing class diagrams is quite flat, it still takes time and effort to build them. User stories are used in agile software development to capture the needs and wishes of the users. They are widely available and easy to parse since they follow a template.
Goal models are used to describe the goals, tasks, and interactions of agents. They are widely used in software engineering to capture the requirements of multiple stakeholders.
This senior project is part of an ongoing MS thesis which aims to extract goal models from natural language text. The specific task for this senior project is to create estetically pleasing, user friendly interface for exploring goal models from a json file using d3 (or similar) library.