doheejin/ProTACT

This repository is the implementation of the ProTACT architecture, introduced in the paper "Prompt- and Trait Relation-aware Cross-prompt Essay Trait Scoring" (ACL Findings 2023).

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This project helps educators or assessment specialists automatically grade student essays, especially when new essay prompts are used. It takes student essays and their corresponding prompts as input and outputs detailed scores for various writing traits (like coherence, grammar, or argumentation), even for essays written in response to prompts the system hasn't seen before. The end-user persona would be an educator, curriculum designer, or standardized testing organization responsible for evaluating written assignments.

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Use this if you need to efficiently and consistently score large volumes of student essays for multiple writing traits, especially when you introduce new essay topics that don't have existing graded examples.

Not ideal if you only need a single, holistic score for essays written using prompts that have been previously graded and used for training.

automated-essay-scoring writing-assessment educational-technology curriculum-development trait-scoring
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How are scores calculated?

Stars

23

Forks

6

Language

Python

License

BSD-3-Clause

Last pushed

Feb 05, 2025

Commits (30d)

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