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explosion spaCy Help-model-advice Discussions
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🔮 Help: Model Advice Discussions
Understanding a model's predictions and improving accuracy
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You must be logged in to vote 🔮 How to improve GPU memory usage of SpanCat
gpuUsing spaCy on GPU perf / memoryPerformance: memory use feat / spancatFeature: Span Categorizer -
You must be logged in to vote 🔮 Reusing transformer weights for custom NER leads to bad performance
feat / transformerFeature: Transformer -
You must be logged in to vote 🔮 Zero score for Spancat - debug data looks to be fine
feat / cliFeature: Command-line interface feat / spancatFeature: Span Categorizer -
You must be logged in to vote 🔮 Some problematic postag predictions of spacy - when there is punctuation
feat / taggerFeature: Part-of-speech tagger -
You must be logged in to vote 🔮 Unexpected textcat cat scores
feat / textcatFeature: Text Classifier -
You must be logged in to vote 🔮 Retrain model
trainingTraining and updating models -
You must be logged in to vote 🔮 Model is predicting extra labels?
modelsIssues related to the statistical models -
You must be logged in to vote 🔮 Is it possible to use GPT2 model in spacy?
enhancementFeature requests and improvements -
You must be logged in to vote 🔮 Can't find GPU for model training on Paperspace P4000
installInstallation issues gpuUsing spaCy on GPU -
You must be logged in to vote 🔮 Wrong
feat / taggerpos_
for "BATATA"Feature: Part-of-speech tagger perf / accuracyPerformance: accuracy -
You must be logged in to vote 🔮 puzzled by results processing a project guternberg text
feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 🔮 Training transformer model goes from score 0.97 to ZERO
bugBugs and behaviour differing from documentation feat / nerFeature: Named Entity Recognizer perf / memoryPerformance: memory use feat / trainingFeature: Training utils, Example, Corpus and converters feat / transformerFeature: Transformer -
You must be logged in to vote 🔮 Review of legal documents in PDF - suggestion needed.
usageGeneral spaCy usage -
You must be logged in to vote 🔮 Textcat model has extremely low score on predictions - too little sample (19 categories, 5400 rows).
feat / textcatFeature: Text Classifier perf / accuracyPerformance: accuracy -
You must be logged in to vote 🔮 NER on whole paragraphs, instead of just keywords
feat / nerFeature: Named Entity Recognizer feat / spancatFeature: Span Categorizer -
You must be logged in to vote 🔮 Inconsistent model training across different computers
feat / nerFeature: Named Entity Recognizer reproducibilityConsistency, reproducibility, determinism, and randomness -
You must be logged in to vote 🔮 Training a model for multiple tasks on a dataset with missing values
trainingTraining and updating models feat / nerFeature: Named Entity Recognizer feat / taggerFeature: Part-of-speech tagger feat / lemmatizerFeature: Rule-based and lookup lemmatization feat / transformerFeature: Transformer -
You must be logged in to vote 🔮 Performance by named entity category of spacy/en_core_web_trf
docsDocumentation and website perf / accuracyPerformance: accuracy -
You must be logged in to vote 🔮 Huge losses while Training Spacy Custom Model
feat / nerFeature: Named Entity Recognizer feat / trainingFeature: Training utils, Example, Corpus and converters -
You must be logged in to vote 🔮 LOSS is skyrocketing when trying to train a NER classifier with transformers
feat / nerFeature: Named Entity Recognizer lang / ukUkrainian language data and models feat / transformerFeature: Transformer -
You must be logged in to vote 🔮 Need help understanding results from text_categorizer
third-partyThird-party packages and services feat / textcatFeature: Text Classifier -
You must be logged in to vote 🔮 Cant figure out why my model is not accurate
trainingTraining and updating models more-info-neededThis issue needs more information perf / accuracyPerformance: accuracy -
You must be logged in to vote 🔮 Does it make sense to change the # hidden layers of a pretrained transformer?
feat / trainingFeature: Training utils, Example, Corpus and converters feat / transformerFeature: Transformer -
You must be logged in to vote 🔮 Training NER model with a frozen transformer
feat / nerFeature: Named Entity Recognizer feat / trainingFeature: Training utils, Example, Corpus and converters feat / transformerFeature: Transformer -
You must be logged in to vote 🔮 Model training using M1 metal gpu.
gpuUsing spaCy on GPU plat / m1Apple M1 architecture support