{"adoption": {"forks": 180, "observed_at": "2026-08-28T04:03:37.682116+00:00", "stars": 1111}, "canonical_url": "https://ross.abutalabs.com/products/gpt2-newstitle", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Chinese NewsTitle Generation Project by GPT2.带有超级详细注释的中文GPT2新闻标题生成项目。", "domain": ["large-language-models", "machine-learning", "tutorials"], "enriched": true, "function": ["machine-learning", "nlp", "llm-training", "data-science"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["liucongg/GPT2-NewsTitle"], "name": "liucongg/GPT2-NewsTitle", "platform": ["python"], "pushed_at": "2022-03-08T09:24:59+00:00", "repo": "liucongg/GPT2-NewsTitle", "stars": 1111, "tags": ["gpt2", "text-generation", "chinese", "news-summarization", "transformers", "pytorch", "title-generation", "streamlit", "flask", "natural-language-processing"], "topics": ["gpt2", "torch", "text-generation", "chinese", "transformer", "news-summarization", "nlp"], "urls": [], "use_cases": ["learn how to train a GPT2 text generation model end to end", "generate news headlines from article body text in Chinese", "build a Chinese abstractive summarization model", "find cleaned Chinese news and summarization datasets", "deploy a text generation model as a simple web demo"], "what_it_is": "A heavily commented Chinese-language GPT2 project that trains, tests, and deploys a news headline generation model using HuggingFace transformers. It includes a curated Chinese summarization dataset collection and a Flask/Streamlit web demo for generating titles from news content.", "when_to_avoid": ["you need a production-grade, high-quality headline generation model (the shipped model is small and undertrained)", "you want multilingual or English text generation", "you need actively maintained code or recent dependency support"], "when_to_choose": ["you want a tutorial-style, thoroughly commented codebase for learning GPT2 generation in Chinese", "you need a starting point for Chinese headline/summarization generation with transformers", "you want a bundled collection of Chinese summarization datasets"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/gpt2-newstitle", "repo": "liucongg/GPT2-NewsTitle", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.682116+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:43:24.375683+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f4f5f1307ad61f5e6bc40fbda97775ddc9a2ab5e7315748f1600bd67826ad319", "fetched_at": "2026-08-28T04:03:37.682116+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liucongg/GPT2-NewsTitle"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2086, "days_push": 1639, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}