{"adoption": {"forks": 469, "observed_at": "2026-08-28T04:07:28.454925+00:00", "stars": 2892}, "canonical_url": "https://ross.abutalabs.com/products/neuralcoref", "card": {"archived": false, "artifact_type": "library", "description": "✨Fast Coreference Resolution in spaCy with Neural Networks", "domain": ["machine-learning"], "enriched": true, "function": ["nlp", "machine-learning"], "health_score": 20, "homepage": "https://huggingface.co/coref/", "language": "C", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["huggingface/neuralcoref"], "name": "huggingface/neuralcoref", "platform": ["python", "windows"], "pushed_at": "2023-04-13T18:40:07+00:00", "repo": "huggingface/neuralcoref", "stars": 2892, "tags": ["coreference-resolution", "spacy-extension", "neural-networks", "cython", "natural-language-processing", "linux", "macos"], "topics": ["python", "machine-learning", "coreference", "spacy", "coreference-resolution", "spacy-extension", "spacy-pipeline", "nlp", "neural-networks", "pytorch"], "urls": [], "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"], "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.", "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"], "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"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/neuralcoref", "repo": "huggingface/neuralcoref", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.454925+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:48:16.534966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42e706ebdb8733424d8b03b420b2219807df3e9f3fecbd493d6f6101bab8d5f2", "fetched_at": "2026-08-28T04:07:28.454925+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/neuralcoref"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3348, "days_push": 1238, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}