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# PLAIN_SUMMARY.md — the paper in one page (v1.1, 2026-07-08; revised per external agentic review)
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**What the paper claims.** We took one production language model — GPT-2 — and built what the
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paper claims in its locked form: the first complete, certified, bidirectional decode of an entire
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# PLAIN_SUMMARY.md — the paper in one page (v1.1, 2026-07-08; revised per external agentic review (paperreview.ai))
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**What the paper claims.** We took one production language model — GPT-2 — and built what the
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paper claims in its locked form: the first complete, certified, bidirectional decode of an entire
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