Adding retrieved textbook context drops LLaMA 3.2-Vision's zero-shot diagram-question accuracy on CK12-QA from 74% to 26%, while fine-tuning reverses the picture.
Are you smarter than a sixth grader? textbook question an- swering for multimodal machine comprehension,
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Evaluating Multimodal Large Language Models on Educational Textbook Question Answering
Adding retrieved textbook context drops LLaMA 3.2-Vision's zero-shot diagram-question accuracy on CK12-QA from 74% to 26%, while fine-tuning reverses the picture.