Author

Elise Agra

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#natural language process... Preprint Mar 2026

LLM-as-a-judge validity is strongly task-dependent across physics assessment formats

As large language models (LLMs) are increasingly considered for automated assessment and feedback, understanding when LLM marking is valid is essential. We evaluate LLM-as-a-judge marking across four settings spanning three assessment formats - structured questions, written essays, and scientific plots - comparing GPT-...

Will Yeadon, Tom Hardy, P. Mackay et al. · 2 citations

#artificial intelligence Preprint Aug 2026

The Answer Is Not the Argument

Although the errors studied here were ordinary and mostly non-load-bearing rather than adversarial, trusted-answer evaluations may similarly overstate monitoring capability when acceptable outputs conceal unsound reasoning.

W. Yeadon, S. Juárez, P. Mackay et al. · 1 citation