Specific rubric edits (examples, context, bias reduction) raise human-LLM rater agreement in essay scoring and instruction following while complexity and conservative aggregation lower it.
Prompt 4 Holistic Context Instructions:
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
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Quantifying the Statistical Effect of Rubric Modifications on Human-Autorater Agreement
Specific rubric edits (examples, context, bias reduction) raise human-LLM rater agreement in essay scoring and instruction following while complexity and conservative aggregation lower it.