{"adoption": {"forks": 3589, "observed_at": "2026-08-28T04:11:34.252992+00:00", "stars": 22952}, "canonical_url": "https://ross.abutalabs.com/products/nlp-progress", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.", "domain": ["machine-learning", "tutorials"], "enriched": true, "function": ["nlp", "documentation", "benchmarking"], "health_score": 20, "homepage": "https://nlpprogress.com/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["sebastianruder/NLP-progress"], "name": "sebastianruder/NLP-progress", "platform": [], "pushed_at": "2024-07-28T00:44:25+00:00", "repo": "sebastianruder/NLP-progress", "stars": 22952, "tags": ["state-of-the-art", "nlp-tasks", "datasets", "leaderboards", "reference", "natural-language-processing", "web-server"], "topics": ["natural-language-processing", "machine-learning", "named-entity-recognition", "machine-translation", "nlp-tasks", "dialogue"], "urls": [], "use_cases": ["find state-of-the-art results for named entity recognition", "look up benchmark datasets for machine translation", "compare NLP model performance across tasks", "find the best question answering models", "research current NLP progress for a paper", "find datasets for sentiment analysis"], "what_it_is": "A community-maintained repository and website tracking state-of-the-art results across the most common NLP tasks, with datasets, papers, and leaderboards. It covers English plus many other languages including Vietnamese, Hindi, Chinese, and more.", "when_to_avoid": ["you need runnable NLP code or a library", "you need real-time leaderboard updates", "you need tasks or languages not yet covered by the repository"], "when_to_choose": ["you need to know the current state of the art for an NLP task", "you are looking for standard benchmark datasets and papers", "you want a curated reference of NLP task results"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/nlp-progress", "repo": "sebastianruder/NLP-progress", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:34.252992+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:56:50.138888+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0e1e41517494281c8835b56639eea1fbe63ced4ab0e7770fa84ac2d29a42ef9c", "fetched_at": "2026-08-28T04:11:34.252992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sebastianruder/NLP-progress"}, {"content_hash": "81e85ff0a45381888a3b7866a99663247c3b5a6513531892999cd168f3e50392", "fetched_at": "2026-08-29T07:54:51.228199+00:00", "kind": "homepage", "missing": false, "url": "https://nlpprogress.com/"}], "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": 2994, "days_push": 767, "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}}