Papers with multimodal educational content
Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation (2024.acl-long)
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| Challenge: | Existing methods for multiple choice questions focus on text inputs and lack visual information. |
| Approach: | They propose a framework to generate subject-specific educational questions with plausible distractors based on multimodal content. |
| Outcome: | The proposed framework improves question generation and distractor generation over existing methods across subjects and educational levels. |
Generating Pedagogically Meaningful Visuals for Math Word Problems: A New Benchmark and Analysis of Text-to-Image Models (2025.findings-acl)
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| Challenge: | Math word problems (MWPs) describe mathematical scenarios through text, requiring learners to interpret both linguistic and numerical information to derive mathematical expressions. |
| Approach: | They propose a framework for generating pedagogically meaningful visuals from MWP text descriptions using a pre-defined visual language and a design space grounded in interviews with math teachers. |
| Outcome: | The proposed framework illustrates the core mathematical relationships in math word problems. |