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A very simple framework for state-of-the-art Natural Language Processing (NLP)

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I have a complex multilabel classification task. The label space is approximately 13000 labels (specifically a subset of the [Human Phenotype Ontology](https://hpo.jax.org/app/)). The task it to classify sentences with zero...

question

At present Flair provides wonderful metrics (i.e. F1 Scores) on the Test data set at completion. However, it would be quite useful for those building out their own training data...

This PR implements a new or alternate relation classifier. Relation Classification (RC) is the task of identifying the semantic relation between two entities in a text. In contrast to (end-to-end)...

enhancement

I can't seem to find a way to set a threshold for inference from a custom tuned FLERT NER model, or indeed even for the built in NER models. Looking...

question

![image](https://user-images.githubusercontent.com/63536277/178562229-5b6595c0-218b-4db9-978b-fafbfd1508ed.png) This did not happen till today . I have been using this basic code for 6 months and this bug is new and did not appear anytime before today....

bug

Is it the proper way to use sequence tagger for multi-label token classification? I have a dataset where one token can have one or more labels.

question

We were using Flair in our corn job pipeline for the sentiment. Yesterday the pipeline just broke, I checked and the error shows, `conllu.TokenList: AttributeError: module 'conllu' has no attribute...

bug

Hello everyone! I'm trying to use flair-0.9 (not the the latest version because of #2624) for multi-label predictions, in detail I have two labels (Label1 and Label2), whose values can...

question
wontfix

I am following the constructions in the [Tutorial 8: Model Tuning](https://github.com/flairNLP/flair/blob/master/resources/docs/TUTORIAL_8_MODEL_OPTIMIZATION.md) However, when I follow the codes in the page, I find that I am still using CPU to do...

question

Hi , I am currently extracting NER entities using Flair. I would like to know the importance of each entity by using text rank (or variant of text rank). I...

question