Unstructured Synthetic Text. Beyond tabular data

[fa icon="calendar'] Oct 7, 2022 3:18:41 AM / by Bitext posted in "Multilingual synthetic data", synthetic data, synthetic training data, synthetic text

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The case for evaluation of NLU platforms

Synthetic image and video have proven to be a big success for cost-cutting. Synthetic text is following suit: tabular data (that is the data organized in a table with rows and columns) is becoming mainstream already, and the next step is synthetic unstructured text, which is the data that doesn`t have a predefined format.

Synthetic unstructured text supports more complex cases, where actual text in the form of full sentences or documents is required.

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Multilingual Synthetic Training Data For Intent Detection

[fa icon="calendar'] Oct 7, 2022 3:12:55 AM / by Bitext posted in "Multilingual synthetic data", synthetic data, synthetic training data, synthetic text

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What Is Synthetic training data?

Synthetic Training data is the data that is used to train an NLU engine. An NLU engine allows chatbots to understand the intent of user queries. The training data is enriched by data labeling or data annotation, with information about entities, slots…

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How to change your order in 10,000  different ways

[fa icon="calendar'] Feb 16, 2022 8:29:20 PM / by Bitext posted in Artificial Intelligence, chatbot evaluation, synthetic data, synthetic training data, chatbot training, chatbot

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How Synthetic Text can solve your training and evaluation problems for your virtual assistants / chatbots

 

When shopping online, customers frequently have the need to modify their order: exchanging an item in the basket, deleting something already added…

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Synthetic Training  Data for Chatbots

[fa icon="calendar'] Jun 25, 2019 5:47:00 PM / by Bitext posted in API, Machine Learning, NLP, Big Data, Bitext, Natural Language, Artificial Intelligence, Deep Learning, Chatbots, Phrase Extraction, NLG, TechCrunch, NLU, AI, Multilanguage, NLP for Core, NLP for Chatbots, "Multilingual synthetic data", synthetic data, synthetic training data

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What is Training Data?

Training data is the data that is used to train an NLU engine. An NLU engine allows chatbots to understand the intent of user queries.

The training data is enriched by data labeling or data annotation, with information about entities, slots… 

This training process provides the bot with the ability to hold a meaningful conversation with real people.

After the training process, the bot is evaluated to measure the accuracy of the NLU engine. Evaluation identifies errors in the bot behavior and these errors are then fixed by improving training data. This cycle is repeated

 

When working on AI projects, owning data to nurture your solution is key for good performance.

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