BABEL v1.1 -- review-hardened revision (model card + new DOI)
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README.md
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# The BABEL codec — a certified two-way dictionary between GPT-2's insides and plain English
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[](LICENSE)
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This repository contains **the BABEL codec**: the first complete, certified, bidirectional decode
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of an entire production language model — a two-way dictionary between GPT-2 small's internal
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state and plain English.
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## Read more
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- **The paper:** `paper/
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number to its frozen source).
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- **One-page summary:** `paper/PLAIN_SUMMARY.md`.
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- **The closure records:** `paper/L5_CLOSEOUT.md`, `paper/L6_CLOSEOUT.md` + addenda — the two
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loose ends hunted to certified negatives (five of seven favorite bets lost; every loss logged).
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# The BABEL codec — a certified two-way dictionary between GPT-2's insides and plain English
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[](https://doi.org/10.5281/zenodo.21271421)
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[](LICENSE)
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**Version 1.1 (2026-07-08)** — revised per external agentic review: adds FDR analysis, floor sensitivity, transplant boundary×regime generality, rotation robustness, and seam perturbations; no headline number changed, all scoped. New-version DOI [10.5281/zenodo.21271421](https://doi.org/10.5281/zenodo.21271421) (concept DOI 10.5281/zenodo.21230107 always resolves to the latest version); v1 remains archived. See `paper/REVISION_NOTE.md` and `paper/REVIEWER_RESPONSE.md`.
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This repository contains **the BABEL codec**: the first complete, certified, bidirectional decode
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of an entire production language model — a two-way dictionary between GPT-2 small's internal
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state and plain English.
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## Read more
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- **The paper:** `paper/PAPER_V1_1.pdf` — every claim with its evidence hash (Appendix A maps each
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number to its frozen source; the original v1 paper is archived at `paper/v1/PAPER_V1.pdf`).
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- **One-page summary:** `paper/PLAIN_SUMMARY.md`.
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- **The closure records:** `paper/L5_CLOSEOUT.md`, `paper/L6_CLOSEOUT.md` + addenda — the two
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loose ends hunted to certified negatives (five of seven favorite bets lost; every loss logged).
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