TIDE Framework Enhances Argumentative Essay Understanding
The TIDE framework, which stands for Trial and Debate, enhances the understanding of argumentative essays by optimizing criteria-based prompts. It effectively tackles issues of noisy training data and stability in optimization. Evaluated through Automated Essay Scoring, Argument Component Detection, and Argument Relation Identification, TIDE demonstrates notable performance improvements across these tasks. The framework uniquely integrates trial and debate mechanisms and is detailed in a publication on arXiv within the Computer Science > Artificial Intelligence category, with a submission history also accessible on the platform.
Key facts
- TIDE stands for Trial and Debate framework
- It improves criteria-based prompt optimization
- Addresses noisy training data and optimization stability
- Evaluated on Automated Essay Scoring, Argument Component Detection, Argument Relation Identification
- Shows performance improvements across tasks
- Published on arXiv under Computer Science > Artificial Intelligence
- Submission history available on arXiv
- Framework combines trial and debate mechanisms
Entities
Institutions
- arXiv