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small-lm · Openness profile

GPT-2

OpenAI · snapshot 2026-11-07

language models are unsupervised multitask learners

Tier 3 Practical open-weight

What the publisher claims: open (staged release)

The one-liner: The original open-weight model, and the original missing-dataset problem.

The six questions

A AccessScore 3 of 3

All four sizes downloadable since the staged 2019 release.

P PermissionScore 3 of 3

Modified MIT grants use, modification, redistribution.

D DeploymentScore 3 of 3

Runs on a laptop by today's standards.

T TransparencyScore 1 of 3

WebText (Reddit-linked webpages) never released; only described.

R ReproducibilityScore 1 of 3

Corpus unavailable; reproduction impossible in the strict sense.

G Governance & ParticipationScore 1 of 3

openai/gpt-2 is archived; the 2019 release was one-way with no participation path.

License

Modified MIT License (adds an output-ownership paragraph; not verbatim OSI-approved MIT text) — license source ↗

What is actually released

Why it matters

GPT-2 set the template every later release followed: weights yes, data no — which is exactly why the rubric scores Access and Transparency separately.

Sources

Derived from the openness dataset behind But Is It Open? — snapshot 2026-11-07 ↗. Scores are qualitative readings of the cited evidence, not verdicts; tier measures openness, not intelligence.

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