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. This model utilizes formation trees to represent characters and incorporates a dedicated tree encoder%2C significantly improving performance in both seen and unseen character recognition tasks. We further introduce masking for to both character images and tree nodes%2C enabling efficient and effective training. This approach accelerates training significantly (by a factor of 2 or more) while enhancing accuracy. Extensive experiments show that processing characters through formation trees aligns better with their inherent properties than direct sequential methods%2C significantly enhancing the generality and usability of the representations.?quality=80&w=800)
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