Why choose this project topic?
A study of summarising competing source arguments while preserving attribution gives this topic a concrete purpose beyond simply adding an AI model. Comparing attribution accuracy, position coverage and unsupported synthesis helps a student demonstrate capability, inspect failure cases and explain where human review or a simpler method remains necessary.
How effectively can knowledge-grounded debate summary support summarising competing source arguments while preserving attribution, evaluated using attribution accuracy, position coverage and unsupported synthesis?
Choose a feasible licensed or synthetic dataset and available compute budget, then agree a narrow evaluation for summarising competing source arguments while preserving attribution with your supervisor.
Proposed project objectives
- 01Define the task, evidence and evaluation assumptions for summarising competing source arguments while preserving attribution.
- 02Use original fictional debate passages, compare summary prompts and score attribution errors, omitted positions and invented consensus.
- 03Measure attribution accuracy, position coverage and unsupported synthesis against a stated baseline and analyse failure cases.
A suggested research approach
Use original fictional debate passages, compare summary prompts and score attribution errors, omitted positions and invented consensus. Check dataset permissions and keep evaluation examples separate from model development. Record model versions, prompts or training settings, then compare attribution accuracy, position coverage and unsupported synthesis using repeatable runs and retain incorrect outputs for a transparent limitations discussion.
What you will need
- Original debate corpus
- Argument annotation guide
- Permitted summarisation model
Keep your project scope clear
The system summarises provided viewpoints and does not determine which position is true. Generated project writing does not include a trained or deployed AI application.
Artificial Intelligence project chapter outline
Use this outline as a starting point. You can edit the chapter titles to match your department’s format during setup.
- Chapter 1Introduction
- Chapter 2Literature Review
- Chapter 3System Analysis and Design
- Chapter 4System Implementation and Testing
- Chapter 5Summary, Conclusion and Recommendations
Turn this topic into your own final year project.
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