Find out more about our Capstone projects
Natural Language Processing (NLP) is a rapidly growing field with applications in many of the technologies we are all accustomed to using every day, from virtual assistants and smart speakers to autocorrect functions.
Our Masters program at UCSC balances theory with practice including a 15 unit Capstone project to enable you to apply the skills you’ve acquired on the program to a real-world issue or challenge. You’ll gain valuable employability skills and practical experience both from working in a team with your peers and from the insights you’ll gain from your academic or organizational mentor(s). Recent student teams have collaborated with experts from industry giants like Bloomberg, IBM, Interactions, LinkedIn, Microsoft and others to address industry-relevant and research-focused topics in the NLP field.
The Capstone project is a great way for you to scope out the NLP field, looking at projects that interest you and identifying organizations that you may wish to work with in future. Working closely with your mentor during the project you’ll extend your networks and gain practical employability skills that will support your future job search. Many organizations value their involvement in the Capstone projects as this can be a useful way to informally evaluate students’ skills and find a good fit for workplace vacancies.
Capstone projects 2023
We’re delighted to announce that our current students have recently started their NLP Capstone Experience! After exploring leading research on a variety of NLP topics, they’ve joined Capstone teams mentored by industry experts from Adobe, Cisco, CDIAL, Google, Meta, and UCSC. Scroll down to see this year’s project topics, and follow us on LinkedIn for updates from our Capstone teams.
Capstone projects 2022
NLP students collaborated with industry mentors from IBM, Interactions, LinkedIn, and Google to develop and implement a variety of Capstone projects to address real-world NLP challenges. The workshop also featured a keynote address about the future of NLP from Professor Ian Lane as well as the annual NLP Industry Panel where leading scientists shared their insights on career opportunities in NLP.
Capstone projects 2021
NLP students showcased their projects at the inaugural NLP Capstone Workshop in August 2021 to an audience made up of faculty members, Industry Advisory Board and invited guests from industry. Each team has half an hour to present their work and take questions from attendees.
The NLP Capstone experience offers a great opportunity to extend your networks and put yourself in front of potential employers. Registration is open to the professional NLP community and invitations are sent to a range of interested parties who are able to attend either in person or remotely.
2023 Capstone Projects
Active Learning for Rapid Bootstrapping of Language Technologies in Low-Resource Languages
CDIAL, Google, and UCSC
Enriching Prompts for Text-to-Image Generation using Reinforcement Learning
Adobe
Dialogue Act Labelled Synthetic Dialogue Generation for Open Domain Dialogue
UCSC
Open Domain Multimodal Question Answering
Meta
Exploring Model Interpretability for Automatic Identification of Hallucination in Large Language Models
Cisco and UCSC
2022 Capstone Projects
Exploring Code Style Transfer with Neural Networks
IBM Research
Neural Models of Supertagging for Semantic Role Labeling and Beyond
Interactions
Comparing Dictionaries and Word Embeddings
Multimodal Knowledge Extraction and Question Answering in Farming
UCSC and Google X
2021 Capstone Projects
Amazon Alexa Prize Discourse Model & Coreference Resolution
UCSC
Identifying Errors in SRL using Weak Supervision
IBM
Domain Adaptation for Question Answering on COVID-19
Amazon and IBM
MKD-Ultra: Compressing Causal Language Models in Multiple Steps
Microsoft
Informers: Evaluating Explanation Quality
IBM Research
Information Extraction of Corporate Events from the Web
Bloomberg