Papers with holistic scoring

2 papers
Give Me More Feedback II: Annotating Thesis Strength and Related Attributes in Student Essays (P19-1)

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Challenge: Existing work on automated essay scoring has focused on holistic scoring, but there is limited annotated corpus of essays with thesis strength scores.
Approach: They propose a scoring rubric for persuasive essay quality and annotate corpus of essays with thesis strength scores.
Outcome: The proposed scoring rubric could provide feedback to students on why essay gets thesis strength score . the rubric can be used to score persuasive essay quality, thesis strength, and organization .
Beyond Ranking: Fine-Grained Diagnostics and Self-Improvement for MLLMs (2026.acl-long)

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Challenge: Current paradigms rely on holistic scoring and static leaderboards to disentangle fine-grained competencies.
Approach: They propose a framework to shift the focus from ranking to fine-grained diagnosis.
Outcome: The proposed framework surpasses the strongest baseline by 7.92%.

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