# huggingface/neuralcoref

✨Fast Coreference Resolution in spaCy with Neural Networks

Repository: https://github.com/huggingface/neuralcoref
Canonical: https://ross.abutalabs.com/products/neuralcoref
Homepage: https://huggingface.co/coref/
Language: C
License: MIT
License Family: permissive
Topics: python, machine-learning, coreference, spacy, coreference-resolution, spacy-extension, spacy-pipeline, nlp, neural-networks, pytorch
Last push: 2023-04-13T18:40:07+00:00

## Health v2 (maintenance only)
Score: 23/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 8, longevity 100
- inputs: {"age_days": 3348, "days_push": 1238, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2892, forks 469 (observed 2026-08-28T04:07:28.454925+00:00)

## What it is
NeuralCoref is a spaCy pipeline extension that annotates and resolves coreference clusters using a neural network, with a pre-trained English model. It is written in Python/Cython and integrates into spaCy's NLP pipeline.

## Use cases
- resolve pronouns to the entities they refer to in text
- find coreference clusters in documents with spaCy
- replace pronouns with the nouns they refer to for chatbots
- preprocess text for question answering by merging coreferent mentions
- add coreference resolution to a spaCy NLP pipeline

## When to choose
- you already use spaCy 2.1+ and need coreference resolution in your pipeline
- you need a fast, production-ready English coreference resolver
- you want a pip-installable library with a pre-trained model

## When to avoid
- you need languages other than English
- you use spaCy 3.x, which this extension does not officially support
- you need state-of-the-art multilingual coreference from actively maintained tooling

## Facets
- artifact type: library
- maturity: maintenance
- function: nlp, machine-learning
- domain: machine-learning
- platform: python, windows
- tags: coreference-resolution, spacy-extension, neural-networks, cython, natural-language-processing, linux, macos

## Member repositories
- huggingface/neuralcoref (main) score 23

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:07:28.454925+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-29T18:48:16.534966+00:00, confidence not recorded.
  - readme: https://github.com/huggingface/neuralcoref (fetched 2026-08-28T04:07:28.454925+00:00, sha 42e706ebdb87)
- Data as of 2026-08-30T08:39:29.467469+00:00.