{"adoption": {"forks": 119, "observed_at": "2026-08-28T04:05:11.231926+00:00", "stars": 1613}, "canonical_url": "https://ross.abutalabs.com/products/test", "card": {"archived": false, "artifact_type": "dataset", "description": "Measuring Massive Multitask Language Understanding | ICLR 2021", "domain": ["large-language-models", "machine-learning", "artificial-intelligence", "education"], "enriched": true, "function": ["machine-learning", "benchmarking", "nlp"], "health_score": 20, "homepage": "https://arxiv.org/abs/2009.03300", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["hendrycks/test"], "name": "hendrycks/test", "platform": ["python"], "pushed_at": "2023-05-28T18:28:58+00:00", "repo": "hendrycks/test", "stars": 1613, "tags": ["mmlu", "llm-evaluation", "few-shot-learning", "benchmark-dataset", "gpt-3", "multiple-choice"], "topics": ["muti-task", "transfer-learning", "gpt-3", "few-shot-learning"], "urls": [], "use_cases": ["evaluate an LLM on MMLU benchmark", "measure multitask knowledge of a language model", "compare my model's accuracy against GPT-3 leaderboard scores", "run few-shot evaluation of a text model on 57 subjects", "download MMLU test questions for model evaluation"], "what_it_is": "The MMLU (Massive Multitask Language Understanding) benchmark dataset and evaluation code from Hendrycks et al., ICLR 2021. It contains multiple-choice questions spanning 57 academic and professional subjects, plus OpenAI API evaluation scripts for measuring language model accuracy.", "when_to_avoid": ["you need a live leaderboard or modern harness — the repo's evaluation code is dated and most teams now use lm-evaluation-harness", "you need training data rather than an evaluation test set", "you need benchmarks beyond multiple-choice academic questions"], "when_to_choose": ["you need a standardized academic knowledge benchmark for LLM evaluation", "you want to compare your model against published MMLU leaderboard results", "you need multiple-choice evaluation data across humanities, STEM, and social sciences"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/test", "repo": "hendrycks/test", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.231926+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:51:06.020123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b64d2d6b9996cfaf79dbbe89fc9aceb32d5072bbd9954e6a9c05fb1d82274eb", "fetched_at": "2026-08-28T04:05:11.231926+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hendrycks/test"}, {"content_hash": "31bbb53861b85f50c120aa350328b9b8b096a8063aec59af006d14ac1bb55c73", "fetched_at": "2026-08-29T11:22:56.737420+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2009.03300"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:22:56.747221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:22:56.751545+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:22:56.753366+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:22:56.749732+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2186, "days_push": 1193, "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}}