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

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### Question Is the SpanClassifier the correct model for training a Named Entity Recognition (NER) model with overlapping entities? I trained a SpanClassifier using only NER labels, where some labels...

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### Problem statement I don't believe Flair currently supports training a single task using multiple GPUs. Would it be easier to support Multi GPU training for Multi Task Learning? ###...

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### Question Traceback (most recent call last): File "E:\Project\pythonProject\ResNet18\1.py", line 5, in tagger = SequenceTagger.load("E:\Project\pythonProject\LFR-GAN_TOMM2023-master\pretrained_models\chunk-english\pytorch_model.bin") File "E:\Anaconda\envs\lfr_gan\lib\site-packages\flair\nn\model.py", line 144, in load model = cls._init_model_with_state_dict(state) File "E:\Anaconda\envs\lfr_gan\lib\site-packages\flair\models\sequence_tagger_model.py", line 640, in _init_model_with_state_dict...

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### Question Hi, Can someone explain how the following code works under the hood: ``` #loading a bert model embedding = TransformerDocumentEmbeddings("dbmdz/bert-base-german-uncased") # create a sentence sentence = Sentence('The grass...

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I'm currently attempting to upload an image using this Dockerfile, but I'm encountering an issue. Could someone please assist in resolving it or provide a Docker image? Docker file ```...

### Question I am working on a Sequence Labelling problem using the [FLAIR module](https://github.com/flairNLP/flair). I have dummy e-commerce data with 3 different types of entities and each entity has approx...

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### Question Hi, I'm trying to run train an entity linking model using the zelda dataset but I'm getting a CUDA out of memory error. I'm currently using V100 GPUs....

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### Question Hello, I am a complete freshman in the whole NLP/NER topic and unfortunately don't have much knowledge of python. I am experimenting with NER with Flair and was...

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### Question Can Flair be used to train a classifier with data from only one class to predict the likelihood that new text belongs to that class? I currently utilize...

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