{"adoption": {"forks": 240, "observed_at": "2026-08-28T04:05:53.795282+00:00", "stars": 1916}, "canonical_url": "https://ross.abutalabs.com/products/bert_score", "card": {"archived": false, "artifact_type": "library", "description": "BERT score for text generation", "domain": ["machine-learning"], "enriched": true, "function": ["nlp", "machine-learning", "benchmarking"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["Tiiiger/bert_score"], "name": "Tiiiger/bert_score", "platform": ["python"], "pushed_at": "2024-07-30T09:41:28+00:00", "repo": "Tiiiger/bert_score", "stars": 1916, "tags": ["bert", "evaluation-metric", "text-generation", "pytorch", "transformers", "natural-language-processing"], "topics": ["natural-language-processing", "machine-learning"], "urls": [], "use_cases": ["evaluate machine translation output quality", "score text summarization against references", "compare generated text with human judgments", "compute semantic similarity between sentences", "evaluate LLM text generation quality", "benchmark NLP generation models"], "what_it_is": "BERTScore is a PyTorch implementation of the BERTScore automatic evaluation metric for text generation, which scores generated text against references using contextual embeddings from pretrained models like BERT and RoBERTa. It supports ~130 pretrained models and correlates well with human evaluation.", "when_to_avoid": ["you need a lightweight metric without GPU or large model downloads", "you need exact n-gram overlap scores like BLEU for reporting", "you need a metric actively adding new features rather than maintenance fixes"], "when_to_choose": ["you need an automatic evaluation metric that correlates better with human judgment than BLEU or ROUGE", "you are evaluating text generation tasks like summarization or translation", "you want a PyTorch-based metric with broad pretrained model support"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/bert_score", "repo": "Tiiiger/bert_score", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.795282+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:10:10.277978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5eacd997c2b1291454c63a4344958d7672dc4e274fe2a19d275546633f85cd3a", "fetched_at": "2026-08-28T04:05:53.795282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Tiiiger/bert_score"}, {"content_hash": "ca81a53ef441e38fccf7cb764a581277a8c6b2989d773f9e6a502cc9cc7372a7", "fetched_at": "2026-08-29T10:49:30.973129+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bert_score/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2692, "days_push": 764, "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}}