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LLMs evaluated for grading Linux/bash exams, Gemini 3.0 Pro leads

By PulseAugur Editorial · [2 sources] ·

A new study published on arXiv explores the use of large language models (LLMs) for grading Linux/bash examinations. Researchers evaluated four frontier LLMs—GPT, Claude Opus, Gemini, and GLM—against expert judgment using a four-level cognitive taxonomy. Gemini 3.0 Pro, guided by rubric-enhanced prompts, showed the highest agreement with human graders, though accuracy decreased with increasing question complexity. AI

IMPACT LLMs show promise in automating grading for technical subjects, with accuracy dependent on question complexity and prompt quality.

RANK_REASON The cluster contains a research paper detailing an evaluation of LLMs for a specific task. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLMs evaluated for grading Linux/bash exams, Gemini 3.0 Pro leads

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Manuel Alonso-Carracedo, Ruben Fernandez-Boullon, Pedro Celard, Francisco J. Rodriguez-Martinez, Lorena Otero-Cerdeira ·

    Automated grading of Linux/bash examinations using large language models: a four-level cognitive taxonomy approach

    arXiv:2607.02432v1 Announce Type: new Abstract: Scalable and reliable grading of command-line examinations remains a challenge in computing education, where rising enrolments make manual marking difficult and rule-based autograders cannot handle partial credit, equivalent solutio…

  2. arXiv cs.AI TIER_1 English(EN) · Lorena Otero-Cerdeira ·

    Automated grading of Linux/bash examinations using large language models: a four-level cognitive taxonomy approach

    Scalable and reliable grading of command-line examinations remains a challenge in computing education, where rising enrolments make manual marking difficult and rule-based autograders cannot handle partial credit, equivalent solutions, or syntactic variation. This paper evaluates…

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