@inproceedings{gui-2026-efficiency,
title = "From Efficiency to Sufficiency: A Measurement-Informed Framework for Cost-Aware Automated Essay Scoring",
author = "Gui, Yi",
editor = "Wilson, Joshua and
Ormerod, Christopher and
Beiting-Parrish, Magdalen",
booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Coordinated Session Papers",
month = oct,
year = "2026",
address = "Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States",
publisher = "National Council on Measurement in Education (NCME)",
url = "https://aclanthology.org/2026.aimecon-sessions.6/",
pages = "49--58",
ISBN = "979-8-9983004-2-4",
abstract = "Compute cost in automated essay scoring is usually treated as engineering rather than measurement. This paper introduces the Cost-Aware Measurement Design (CAMD) framework, defines cost per defensible score (CPDS), and argues that AES systems should be compared by quality-cost sufficiency at a declared scoring volume."
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%0 Conference Proceedings
%T From Efficiency to Sufficiency: A Measurement-Informed Framework for Cost-Aware Automated Essay Scoring
%A Gui, Yi
%Y Wilson, Joshua
%Y Ormerod, Christopher
%Y Beiting-Parrish, Magdalen
%S Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Coordinated Session Papers
%D 2026
%8 October
%I National Council on Measurement in Education (NCME)
%C Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States
%@ 979-8-9983004-2-4
%F gui-2026-efficiency
%X Compute cost in automated essay scoring is usually treated as engineering rather than measurement. This paper introduces the Cost-Aware Measurement Design (CAMD) framework, defines cost per defensible score (CPDS), and argues that AES systems should be compared by quality-cost sufficiency at a declared scoring volume.
%U https://aclanthology.org/2026.aimecon-sessions.6/
%P 49-58
Markdown (Informal)
[From Efficiency to Sufficiency: A Measurement-Informed Framework for Cost-Aware Automated Essay Scoring](https://aclanthology.org/2026.aimecon-sessions.6/) (Gui, AIME-Con 2026)
ACL