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Evidence record 18472 · automatically gathered

Neuro-symbolic pedagogical alignment (NSPA) for long-horizon classroom discourse analysis: Mitigating dialect bias via counterfactual preference optimization

Publication date: Available online 10 August 2026 Source: Computers and Education: Artificial Intelligence Author(s): Qianyi Fang, Wenhe Liu

Record details

Published: 12 August 2026
Source: Computers and Education: Artificial Intelligence
Category: Research
Topics: Bias & fairness · Safety & alignment · Children & education
Retrieved: 12 August 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

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How to cite this record

ethics.ai (12 August 2026), “Neuro-symbolic pedagogical alignment (NSPA) for long-horizon classroom discourse analysis: Mitigating dialect bias via counterfactual preference optimization,” evidence record 18472, https://ethics.ai/record/18472 (originally published by Computers and Education: Artificial Intelligence).

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