NLP
Articles
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Create NLP Score Test
(Previously Botium NLP) Streamlined NLP score testing provides key metrics to refine your chatbot's Natural Language Processing model. Navigate Using the Left Pane: Navigate to Test Suite > NLP and click...
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Create NLP Advanced Test
(Previously QBox) Evaluate your Chatbot's NLP (Natural Language Processing) model comprehensively, and identify areas where intents overlap or concepts need reinforcement. This includes in-depth analysis of your NLP model per...
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Understanding Advanced NLP Analytics
Watch this quick introduction to Advanced NLP Analytics given by Cyara Botium's own Marc Wickens. Advanced NLP Analytics with Marc Wickens Create a New Test: 00:34 Results Overview: 01:44 Model Balancing: 03:06 Intents: 03:...
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NLP Session Results
Once your session has completed the results will be available for you in the project view. Project Overview The project's Overview section shows which chatbot is being tested, the test set that was involved, and all ...
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Advanced NLP Analytics Scores
Several scores and charts are provided to show the percentages of correctness, confidence, and clarity for each test run. This article further explains these charts and scores to help you better understand the information they...
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Identify NLP-related Issues and Solutions
The Botium Dashboard visualizes the NLP performance metrics and suggests steps for improving it. It will show any pieces of test data that either did not return the expected intent, did return the expected intent but with...
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How to Prepare NLP Datasets for Training and Testing
This step requires the most effort because the machine learning algorithms used in NLP are only as good as the data they are trained on. Both the quality and quantity of this data are crucial. Most state-of-the-art NLP engine...
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How to Validate NLP Improvements
To validate any improvements against a test session we simply launch another test session with the refined and retrained NLP model to find out if the changes have resulted in any improvement. Botium then offers the option to ...
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Annotate and Augment NLP Training Dataset
As you have now identified some issues in your NLP performance it is time to augment the training data to improve the NLP performance. Tip: This step only applies if you used the Conversation Model Downloader to download...
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NLP Analytics Support
The article outlines the technologies supported by Botium for testing chatbots, along with available connectors and their features for advanced NLP analytics. For more information on how these connectors work with Botium and a list o...