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September 24, 2025Open Access

A Multi-Task Evaluation of LLMs' Processing of Academic Text Input

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Evaluation demonstrates limited performance of large language models in academic text processing, suggesting caution in peer review applications.

LLMs' performance in processing academic texts shows significant limitations and inconsistencies.
In assessments, Google's Gemini model struggled with grading text and providing qualitative insights despite some strengths.
Robust evaluations included linguistic assessments, comparisons to ground truth, and human evaluations, revealing flaws.
Overall findings advise against unchecked use of LLMs for generating peer reviews in academic contexts.

Li et al. (2025) studied this question.

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September 24, 2025Open Access

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Authors

Evaluation demonstrates limited performance of large language models in academic text processing, suggesting caution in peer review applications.

LLMs' performance in processing academic texts shows significant limitations and inconsistencies.
In assessments, Google's Gemini model struggled with grading text and providing qualitative insights despite some strengths.
Robust evaluations included linguistic assessments, comparisons to ground truth, and human evaluations, revealing flaws.
Overall findings advise against unchecked use of LLMs for generating peer reviews in academic contexts.

Li et al. (2025) studied this question.

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