Ai Model Solving Math Problems
%20is%20still%20a%20challenging%20problem%20because%20diagram%20processing%20is%20not%20studied%20as%20intensively%20as%20language%20processing.%20To%20work%20against%20this%20challenge%2C%20this%20paper%20proposes%20a%20hologram%20reasoning%20scheme%20and%20develops%20a%20high-performance%20method%20for%20solving%20APGDs%20by%20using%20this%20scheme.%20To%20reach%20this%20goal%2C%20it%20first%20defines%20a%20hologram%2C%20being%20a%20kind%20of%20graph%2C%20and%20proposes%20a%20hologram%20generator%20to%20convert%20a%20given%20APGD%20into%20a%20hologram%2C%20which%20represents%20the%20entire%20information%20of%20APGD%20and%20the%20relations%20for%20solving%20the%20problem%20can%20be%20acquired%20from%20it%20by%20a%20uniform%20way.%20Then%20HGR%2C%20a%20hologram%20reasoning%20method%20employs%20a%20pool%20of%20prepared%20graph%20models%20to%20derive%20algebraic%20equations%2C%20which%20is%20consistent%20with%20the%20geometric%20theorems.%20This%20method%20is%20able%20to%20be%20updated%20by%20adding%20new%20graph%20models%20into%20the%20pool.%20Lastly%2C%20it%20employs%20deep%20reinforcement%20learning%20to%20enhance%20the%20efficiency%20of%20model%20selection%20from%20the%20pool.%20The%20entire%20HGR%20not%20only%20ensures%20high%20solution%20accuracy%20with%20fewer%20reasoning%20steps%20but%20also%20significantly%20enhances%20the%20interpretability%20of%20the%20solution%20process%20by%20providing%20descriptions%20of%20all%20reasoning%20steps.%20Experimental%20results%20demonstrate%20the%20effectiveness%20of%20HGR%20in%20improving%20both%20accuracy%20and%20interpretability%20in%20solving%20APGDs.)
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