Questions tagged [spacy]

For questions related to spaCy. spaCy is an open-source software library for advanced natural language processing, written in the programming languages Python and Cython. The library is published under the MIT license and its main developers are Matthew Honnibal and Ines Montani, the founders of the software company Explosion.

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Extracting “hidden” costs from financial statements using NLP

I'm designing a NLP model to extract various kinds of "hidden" expenses from 10-K and 10-Q financial statements. I've come up with about 7 different expense categories (restructuring costs, ...
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294 views

How to understand 'losses' in Spacy's custom NER training engine?

From the tid-bits, I understand of neural networks (NN), the Loss function is the difference between predicted output and expected output of the NN. I am following this tutorial, the losses are ...
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What is this for loop doing in custom NER code in Spacy and what is an 'annotation' in Spacy?

I am writing a code to train custom entities in Spacy's NER engine. I am stuck in understanding small part of code from an online tutorial. Here's a link to the tutorial. The following code is line ...
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Should we use a pre-trained model or a blank model for custom entity training of NER in spacy?

Further to my last question, I am training a custom entity of FOODITEM to be recognized by Spacy's Name Entity Recognition engine. I am following tutorials online, following is the advise given in ...
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How would named recognition and entity linking interface with subsequent machine learning model?

I have a database containing summary of the movie, the price of the movie, location, language. I would like to make a prediction on 'like' based on previous like of a user. I am wonder how the output ...
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161 views

How do you find the gender of a noun in German using spacy

I am having a difficult time trying to find out if spacy lists the gender or for that matter the inflection of any word in German. The software was started in Berlin so I find it very difficult to ...
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35 views

Where can I find a training text for some specific intents in English?

Where can I find a training text for some specific intents in English? For example, the intent of asking for an appointment, or asking for contact info exchange? Is there any recommended source of ...
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557 views

How to make spacy lemmatization process fast?

I am applying spacy lemmatization on my dataset, but already 20-30 mins passed and the code is still running. Is there anyway to make it faster? Is there any option to do this process using GPU? My ...
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Sentence Segmentation for “Bullets & Numbering”

I am trying to input text into my word processor to be split into sentences first and then into words. An example paragraph: ...