Sofie Van Landeghem

## Description The `entity_ruler` and `attribute_ruler` components remain unchanged in their naming, but this PR updates their Python modules to the same, consistent name. In `v4`, this will break imports...

Native coref component

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Work-in-progress ## Description Creating a native coref component in spaCy ### Types of change new feature ## Checklist - [x] I have submitted the spaCy Contributor Agreement. - [ ]...

NER resizing error in combination with entity rulers

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There's most likely a bug in spaCy v2 around the NER resizing, entity rulers in the pipeline, and IO+(re)initialization. Background in this discussion thread: https://github.com/explosion/spaCy/discussions/8864. There are several entity rulers...

Efficient GPU support for Entity Linking pipe

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The new Entity Linking code has not been tested/adapted to GPU yet, cf Matt's comment [here](https://github.com/explosion/spaCy/pull/3864#issuecomment-504370194).

🙅 Inaccurate model coref predictions master thread

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Master thread for collecting incorrect and/or problematic coreference predictions with the pretrained models. These can be interesting test cases when training the next version of the model.

from_dlpack in spacy-transformers

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The test suite for `spacy-transformers` breaks in my local environment since PR https://github.com/explosion/thinc/pull/686 ``` numpy 1.23.1 spacy 3.4.1 (current master) spacy-transformers 1.1.2 (current master) thinc 8.1.0 (current master) torch 1.9.0+cu111...

WIP: homomorphic setting

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The current implementation of `chain`'s initialization does shape inference that guesses too much. For instance, `relu >> relu >> relu`, initialized with `X` and `Y`, would define the whole network...

import 'importlib.metadata' try-catch doesn't work on Jupyter?

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There's a stackoverflow [post](https://stackoverflow.com/questions/59386397/getting-errors-parsing-text-using-spacy-using-pyspark-and-jupyter/59388609#59388609) that seems to point at a problem with `catalogue`: > File "C:\Users\user1\AppData\Local\Continuum\anaconda3\envs\py37\lib\site-packages\catalogue.py", line 8, in import importlib.metadata as importlib_metadata ModuleNotFoundError: No module named 'importlib.metadata' Referring to...

### Discussed in https://github.com/explosion/spaCy/discussions/13036 Originally posted by **sztal** October 2, 2023 Hi! First, thanks for all the great work at Explosion! I wonder whether there are any plans for implementing...

### Discussed in https://github.com/explosion/spaCy/discussions/12301 Originally posted by **mbrunecky** February 18, 2023 I am training NER using transformer model. On one of my data sets, during epoch 2, the score reaches...