Overview
About the project
The key idea here is to explore how Large Language Models (LLMs) can be used to accurately extract materials data (e.g. chemical composition, mechanical properties, etc.) from journal publications to create a materials data repository. Preliminary results show that even Chat GPT 4.0 (used in a rudimentary way) results in poor accuracy, and thus modifications (prompt engineering, RAG, fine tuning) are necessary to improve performance.
The Materials Data Extraction Using Large Language Models From Scientific Literature project is offered at Deakin University.
Programme Structure
- Our group is working on developing an LLM pipeline that could be used to extract materials knowledge buried in literature and a store in an easily accessible relational database format
Key information
Duration
- Full-time
- 48 months
Start dates & application deadlines
- Starting
- Apply before
-
Language
Delivered
Disciplines
Materials Science Artificial Intelligence Machine Learning View 13 other PhDs in Materials Science in AustraliaAcademic requirements
We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.
English requirements
We are not aware of any English requirements for this programme.
Student insurance
Make sure to cover your health, travel, and stay while studying abroad. Even global coverages can miss important items, so make sure your student insurance ticks all the following:
- Additional medical costs (i.e. dental)
- Repatriation, if something happens to you or your family
- Liability
- Home contents and baggage
- Accidents
- Legal aid
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Other requirements
General requirements
- academic transcripts
- curriculum vitae (CV) detailing publications, relevant professional and research experience
- evidence of English language proficiency
- statement of purpose (a written statement of your motivation)
- contact details of two academic referees.
- CRICOS Provider Code: 00113B
Tuition Fee
-
International
FreeTuition FeeBased on the tuition of 0 AUD for the full programme during 48 months. -
National
FreeTuition FeeBased on the tuition of 0 AUD for the full programme during 48 months.
All successful applicants will receive a scholarship that will cover tuition fees, a stipend and financial support.
Living costs for Geelong
The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.
Funding
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Scholarships Information
Below you will find PhD's scholarship opportunities for Materials Data Extraction Using Large Language Models From Scientific Literature.
Available Scholarships
You are eligible to apply for these scholarships but a selection process will still be applied by the provider.
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