Google AI предлагает MathWriting: преобразование распознавания рукописных математических выражений с использованием обширных инт…

Google AI предлагает MathWriting: преобразование распознавания рукописных математических выражений с использованием обширных интеграции наборов данных, написанных человеком и синтетических, и улучшение обучения модели.

Google AI Proposes MathWriting: Transforming Handwritten Mathematical Expression Recognition
Practical Solutions and Value

Online text recognition models have advanced significantly, but recognizing mathematical expressions (ME) remains a challenge. Handwritten MEs pose even greater challenges due to ambiguity and specialized hardware requirements.
Practical Solutions:

Google Research introduced MathWriting, a dataset for online handwritten mathematical expressions. It includes 230k human-written and 400k synthetic samples, facilitating online and offline ME recognition. The dataset is shared in InkML format and expands offline HME datasets by effectively rasterizing inks.

MathWriting offers a new benchmark for ME recognition, featuring normalized ground truth expressions for simplified training and robust evaluation alongside code examples on GitHub for seamless usage.

When compared to other datasets, MathWriting stands out with nearly 3.9 times more samples and 4.5 times more distinct labels after normalization. It covers a broader array of tokens, enabling representation of diverse scientific fields like quantum mechanics and linear algebra.

The MathWriting dataset offers valuable insights into handwritten mathematical expressions, emphasizing the significance of synthetic data in enhancing model diversity and highlighting challenges such as device variations and noise sources like stray strokes and incorrect ground truth.

MathWriting empowers recognition research, offering extensive data and avenues for advancement across scientific domains. Integration with datasets like CROHME23 promises enhanced model performance and diversity.
Spotlight on a Practical AI Solution: AI Sales Bot

Consider the AI Sales Bot from designed to automate customer engagement 24/7 and manage interactions across all customer journey stages.

Discover how AI can redefine your sales processes and customer engagement. Explore solutions at
List of Useful Links:

AI Lab in Telegram – free consultation
Twitter –


Полезные ссылки:

Узнайте, как продукт AI Sales от FlyCode может помочь вашей компании, посетив страницу продукта по ссылке:

LLM Sales bot

#IT #продажи #ии #искуственныйинтеллект #ии_продажи #AI #чатбот

Мобильная разработка на заказ и готовые решения

Мобильная разработка

Готовые и индивидуальные решения

Веб решения - разработка сайтов и сервисов

Web решения

Получите бесплатную консультацию по веб-разработке прямо сейчас

Аутсорсинг, подбор специалистов и команд разработки


Выберите своего специалиста сегодня и начните свой проект