Papers by Gabrielle Gaudeau

2 papers
Beyond the Gold Standard in Analytic Automated Essay Scoring (2025.acl-srw)

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Challenge: Automated Essay Scoring (AES) is a new approach to assessing writing practice . traditional holistic scoring methods are not reliable and lack formative feedback in the classroom.
Approach: They propose to combine analytic and holistic AES to create a system that learns from individual raters instead of gold standard labels.
Outcome: The proposed system learns from individual raters instead of gold standard labels.
Rubrik’s Cube: Testing a New Rubric for Evaluating Explanations on the CUBE dataset (2025.acl-long)

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Challenge: Large-Language Models (LLMs) are increasingly being used in explanation generation tasks due to their unreliability.
Approach: They propose a rubric and a dataset of 26k explanations written and quality-annotated using the rubric by humans and six open- and closed-source LLMs to test their proposed rubric.
Outcome: The proposed rubric and CUBE dataset focuses on reasoning and language tasks and provides the necessary diversity to test it.

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