VenBioGen: Difference between revisions
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== Project Plan and Milestones == | == Project Plan and Milestones == | ||
'''Milestone 1 (up to 1 October)''' | |||
* Brainstorm project ideas | * Brainstorm project ideas | ||
* Prepare presentation to present two ideas for the project | * Prepare presentation to present two ideas for the project | ||
'''Milestone 2 (up to 14 November)''' | |||
* Finalize project planning | * Finalize project planning | ||
* Build generative model | * Build generative model | ||
| Line 14: | Line 13: | ||
** Finetune Bert | ** Finetune Bert | ||
* Examine generated biographies and think about further improvements | * Examine generated biographies and think about further improvements | ||
'''Milestone 3 (up to 20 November)''' | |||
* Create frontend for interface | * Create frontend for interface | ||
* Create backend for interface | * Create backend for interface | ||
* Figure our API | * Figure our API | ||
'''Milestone 4 (up to 5 December)''' | |||
* Add post-processing date adjustment module | * Add post-processing date adjustment module | ||
* Add historical realism enhancement module | * Add historical realism enhancement module | ||
'''Milestone 5 (up to 11 December)''' | |||
* Evaluate our model | * Evaluate our model | ||
* Review code | * Review code | ||
| Line 31: | Line 30: | ||
== Generative module == | == Generative module == | ||
=== Data processing pipeline === | === Data processing pipeline === | ||
=== Text generation === | |||
==== GPT2 ==== | |||
==== BERT ==== | |||
== Enhancements module == | == Enhancements module == | ||
=== Date adjustments === | |||
=== Adding historical realism === | |||
== Quality assessment == | == Quality assessment == | ||
Revision as of 14:57, 12 November 2020
Abstract
In this project, we use generative models to come up with creative biographies of Venetian people that existed before the 20th century. Our motivation was originally to observe how such a model would pick up on underlying relationships between Venetian actors in old centuries as well as their relationships with people in the rest of the world. These underlying relationships might or might not come to light in every generated biography, but we can be sure that the model has the potential to offer fresh perspectives on historical tendencies.
Project Plan and Milestones
Milestone 1 (up to 1 October)
- Brainstorm project ideas
- Prepare presentation to present two ideas for the project
Milestone 2 (up to 14 November)
- Finalize project planning
- Build generative model
- Finetune GPT-II model
- Finetune Bert
- Examine generated biographies and think about further improvements
Milestone 3 (up to 20 November)
- Create frontend for interface
- Create backend for interface
- Figure our API
Milestone 4 (up to 5 December)
- Add post-processing date adjustment module
- Add historical realism enhancement module
Milestone 5 (up to 11 December)
- Evaluate our model
- Review code
- Finalize documentation
- Finalize report