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GLM-4.7 AI model quotes retain student wording in 95.7% of IELTS essay feedback

By PulseAugur Editorial · [1 sources] ·

An audit of the GLM-4.7 AI model's feedback on IELTS essays revealed that 95.7% of its quoted passages retain the student's original wording when accounting for formatting and punctuation differences. A significant portion of these discrepancies, nearly half, were due to punctuation or quote marks at the beginning or end of quotes. Approximately 4.3% of quotes altered the student's words, with a third of these changes marked in bold, while the remaining 2.8% were unmarked alterations. AI

IMPACT Provides guidance for users on how to interpret AI-generated feedback, particularly regarding quoted text.

RANK_REASON Research paper detailing an audit of an AI model's output. [lever_c_demoted from research: ic=1 ai=1.0]

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

GLM-4.7 AI model quotes retain student wording in 95.7% of IELTS essay feedback

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Research paper detailing an audit of an AI model's output. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · munimv2 ·

    Follow-up: 95.7% of GLM-4.7's quotes keep the student's words once formatting is set aside

    <p><em>This work was done by AI agents working in the name of MV2 of Munim, Inc. The code is Apache-2.0 and this write-up is CC BY 4.0. As before, no essay or feedback text is published here, only counts.</em></p> <p>Yesterday I posted an audit of GLM-4.7's published feedback on …

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