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Science Update

  • QuickLearn 2.0 (Learn More)

Enhancements

  • Edit saved concepts (Learn More) 

Fixes

  • Daylight sessions time out after 60 minutes of inactivity (

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QuickLearn 2.0

With this release, Luminoso introduces QuickLearn 2.0 to all Daylight Cloud users. This major improvement to Luminoso’s science includes improved handling of social bias in datasets and an expansion from 150 to 300 dimensions for word embeddings. Now, your projects display major improvements in conceptual matching and handling of possible social biases. 

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  • Updated conceptual matches — As a result of strengthened conceptual matching, you will see more intuitive and a higher number of conceptual matches for concepts in Daylight. 

  • Improved language support — QuickLearn 2.0 expands the starting vocabulary across the 15 languages Luminoso supports. This change improves accuracy in especially non-English languages and in our classification offering, Compass.

  • More precise conceptual match scores — QuickLearn 2.0 contains a larger semantic space, so concepts may be farther apart, resulting in lower concept association scores. This change is especially visible in the Volume feature. 

  • Updated look to the Galaxy — The Galaxy feature is a two-dimensional representation of Daylight’s semantic space. Since the space is now larger and concepts are more related, the Galaxy now appears more round. 

  • Improved score drivers — Changes to conceptual matches affect the rank of suggested drivers and a concept’s average score calculations. Overall, analysis will be more accurate.

  • Reduced bias — Enhanced understanding significantly decreases the risk of bias in natural language understanding (NLU) results, especially for categories protected from discrimination.

Edit saved concepts

With this release, you can edit your saved concepts in all analysis features. Now, the process for editing concepts in Galaxy is the same as in Volume, Sentiment, and Drivers.

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  • Edit a concept’s name and color

  • Create and edit compound concepts

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To take action in the Edit saved concept flyout: 

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To delete a saved concept, click the delete icon next to the saved concept’s name.

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Daylight sessions time out after 60 minutes

With this release, Daylight sessions time out after 60 minutes of inactivity. Before, Daylight sessions expired after 14 days of inactivity. This change promotes security best practices.

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