Generation of Textual Description: Difference between revisions

From FDHwiki
Jump to navigation Jump to search
Line 79: Line 79:




==Choosing NLP Model for Translation==
==Standardization of Monthly Rent==
Tried different SOTA models for translation --> Unsatisfactory results due to the nature of the language being in old time and specific to Venetian dialect. Preliminary results with 10 examples:
aaa
 
{| class="wikitable" style="background-color:#ffffff; color:#383838;"
|-
! Original text
! mBART
! Google Translate
! GPT-4
|- style="vertical-align:middle;"
| style="background-color:#dae8fc;" | casa e bottega da barbier
| and a barber pole
| House and Bottega da Barbier
| House and barber shop
|-
| style="background-color:#dae8fc;" | casa
| style="vertical-align:middle;" | home
| house
| style="vertical-align:middle;" | House
|-
| style="background-color:#dae8fc;" | bottega da strazariol
| style="vertical-align:middle;" | a strawberry bottle
| Bottega da Strazariol
| style="vertical-align:middle;" | Rag dealer's shop
|-
| style="background-color:#dae8fc;" | casa e bottega da tentor
| style="vertical-align:middle;" | home and pushbutton
| House and Bottega da Tentor
| style="vertical-align:middle;" | House and dyer’s shop
|-
| style="background-color:#dae8fc;" | magazen
| style="vertical-align:middle;" | warehouse
| magazen
| style="vertical-align:middle;" | Warehouse
|-
| style="background-color:#dae8fc;" | mezà
| style="vertical-align:middle;" | Eight
| mezà
| style="vertical-align:middle;" | Halfway house or mezzanine level
|-
| style="background-color:#dae8fc;" | cas vuota
| style="vertical-align:middle;" | empty house
| Cas empty
| style="vertical-align:middle;" | Empty house
|-
| style="background-color:#dae8fc;" | casa a pepian
| style="vertical-align:middle;" | the pepian house
| House in Pepian
| style="vertical-align:middle;" | House on the ground floor
|-
| style="background-color:#dae8fc;" | bottega da confetti
| style="vertical-align:middle;" | Packaging bottle
| Bottega da sugaredi
| style="vertical-align:middle;" | Confectioner’s shop
|-
| style="background-color:#dae8fc;" | casa e bottega
| style="vertical-align:middle;" | home and doorbell
| House and Bottega
| style="vertical-align:middle;" | House and shop
|}
-> gonna choose GPT-4


=Results=
=Results=

Revision as of 20:01, 11 December 2024

Introduction

Motivation

Deliverables

Project Timeline & Milestones

Timeframe Task Completion
Week 4
  • Exploring the dataset
  • Exploring in-context learning models for text summarization
 ✓
Week 5
  • Identify patterns and edge cases from the dataset (e.g missing fields, "odd" values)
  • Define different summarization formats accordingly to be used for in-context learning
  • Explore the connection between the Catastici and Sommarioni dataset
 ✓
Week 6
  • Refine summarization formats
  • Construct a pipeline connecting translation generation, summarization and validation
 ✓
Week 7
  • Evaluate summarization results
Week 8
  • TBD
Week 9
  • TBD
Week 10
  • TBD
Week 11
  • TBD
Week 12
  • TBD
Week 13
  • TBD
Week 14
  • TBD

Methodology

Generating Summarization Formats for In-context Learning

Standardization of Monthly Rent

aaa

Results

Limitations and further work

Conclusion

Credits

Retrieved from "http://fdh.epfl.ch/index.php?title=Generation_of_Textual_Description&oldid=12672"