Socratic Method Diagram
Nov. 23, 2024
Implementation of Socratic Method in online learning to enhance ... Socratic Method Ppt Powerpoint Presentation Outline Styles Cpb ... roynaquin.com Socratic Method Diagram
Nov. 23, 2024
Implementation of Socratic Method in online learning to enhance ... Socratic Method Ppt Powerpoint Presentation Outline Styles Cpb ... roynaquin.com Socratic Method Diagram
%20can%20be%20used%20to%20augment%20human%20effort%20by%20automatically%20generating%20Socratic%20questions%20for%20students.%20However%2C%20existing%20methods%20that%20involve%20prompting%20these%20LLMs%20sometimes%20produce%20invalid%20outputs%2C%20e.g.%2C%20those%20that%20directly%20reveal%20the%20solution%20to%20the%20problem%20or%20provide%20irrelevant%20or%20premature%20questions.%20To%20alleviate%20this%20problem%2C%20inspired%20by%20reinforcement%20learning%20with%20AI%20feedback%20(RLAIF)%2C%20we%20first%20propose%20a%20data%20augmentation%20method%20to%20enrich%20existing%20Socratic%20questioning%20datasets%20with%20questions%20that%20are%20invalid%20in%20specific%20ways.%20Next%2C%20we%20propose%20a%20method%20to%20optimize%20open-source%20LLMs%20such%20as%20LLama%202%20to%20prefer%20ground-truth%20questions%20over%20generated%20invalid%20ones%2C%20using%20direct%20preference%20optimization%20(DPO).%20Our%20experiments%20on%20a%20Socratic%20questions%20dataset%20for%20student%20code%20debugging%20show%20that%20a%20DPO-optimized%207B%20LLama%202%20model%20can%20effectively%20avoid%20generating%20invalid%20questions%2C%20and%20as%20a%20result%2C%20outperforms%20existing%20state-of-the-art%20prompting%20methods.){kind=link}
