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automatic-evaluation

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Fully automated, reproducible protocol (no paid API, no human annotation) for generating and evaluating LLM-generated STEM teaching analogies on a single consumer GPU: prompting strategies, a multi-model judge panel with a validated rubric (SAQR), comprehension and Hindi cross-lingual studies, and the limits of automated evaluation.

  • Updated Jul 11, 2026
  • Python

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