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README.md

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-# Greek Nanochat plus new sources — bibliography-cleaned v2
-
-This is the public, manually gated v2 dataset revision materialized on
-2026-07-28T19:21:31Z. It retains the original deduplicated 51,839,746 documents and
-removes detected bibliography/reference-list lines from 175,242 documents in
-`greek_phd`, `openarchives.gr`, `glossAPI/elocus`, and `glossAPI/libduth`.
-Kallipos was analyzed but was not changed.
-
-## Cleaning result
-
-- Documents in release: 51,839,746
-- Documents examined in the apply scope: 175,242
-- Documents with at least one removal: 147,851
-- Characters removed: 2,737,489,541
-- Apply-scope character removal: 6.268254%
-- Documents emptied: 0
-- Shards transformed: 9
-- Shards preserved checksum-identically: 422
-
-## Exact tokenizer accounting
-
-Tokenizer: `fffoivos/apertus-tokenizer-extension` at
-`a4826df7f76b54cdd6dc21d09fe97283c466999b` (vocabulary 148,480).
-Training-token totals include one EOS token per document.
-
-- Previous v2: 64,859,227,203 training tokens
-- Bibliography-cleaned v2: 63,918,693,626 training tokens
-- Difference: -940,533,577 tokens
-
-## Provenance and rights
-
-The release is receipt-bound: `manifests/deduplicated_manifest.json` records
-all 431 shard hashes, the cleaning contract and summary, reconstruction
-evidence, and exact token-count evidence.
-
-This is a mixed-source corpus and no single repository-level license replaces
-the terms or restrictions of its component sources. In particular, inclusion
-of `glossAPI/libduth` follows an explicit dataset-owner operational directive;
-that directive is not represented as rightsholder permission and does not
-supersede the recorded source-license warning. Users must review source
-metadata and comply with applicable rights and restrictions.
+# GlossAPI Greek pretraining corpus v2
+
+## HPLT filtering method
+
+The HPLT component is `HPLT/ell_Grek_ge8_no_mt_clean60`. It retains HPLT quality bins 8, 9, 10 (GE8), uses the pre-applied no-MT/register filter, requires `greek_badness_score <= 60`, and applies Wave4 Greek re-cleaning and normalization. The standalone filtered slice contained 48,728,774 documents; 48,629,460 remain after corpus-wide deduplication.
+
+## GlossAPI datasets and token counts
+
+GlossAPI source-audit cutoff: `2026-01-01T00:00:00Z`. Audit every current glossAPI dataset repository created on or after the cutoff, and separately compare material payload blobs in older repositories before and after the cutoff. README-only, metadata-only, and gating-only changes are not material publications. The table reports the admitted, surviving datasets grouped by their actual subject matter.
+
+Counts use [`fffoivos/apertus-tokenizer-extension`](https://huggingface.co/fffoivos/apertus-tokenizer-extension/tree/fcd33ec09fb7d86bc072b3a4b3e890efa6473b66/greek-modern-polytonic-tokenizer) at `fcd33ec09fb7d86bc072b3a4b3e890efa6473b66` (148,992 tokens). Training-token counts include one EOD token per document.
+
+| Category | Included source datasets | Documents | Training tokens |
+|---|---|---:|---:|
+| Broad Greek web (HPLT) | `HPLT/ell_Grek_ge8_no_mt_clean60` | 48,629,460 | 44,044,140,045 |
+| Academic and research repositories | `Apothetirio_Kallipos`<br>`Apothetirio_Pergamos`<br>`greek_phd`<br>`openarchives.gr`<br>`glossAPI/psepheda`<br>`glossAPI/elocus`<br>`glossAPI/libduth`<br>`glossAPI/libiep` | 211,396 | 12,941,040,980 |
+| Education and reference | `HuggingFaceFW/finewiki`<br>`Sxolika_vivlia`<br>`glossAPI/modern-greek-dictionary` | 278,272 | 249,924,094 |
+| Law, government and civic proceedings | `AI-team-UoA/greek_legal_code`<br>`ellinika_dedomena_europaikou_koinovouliou`<br>`eurlex-greek-legislation`<br>`opengov.gr-diaboyleuseis`<br>`glossAPI/diavgeia`<br>`glossAPI/OpenCouncil`<br>`glossAPI/heinrich_boell_stiftung` | 2,372,656 | 5,070,388,459 |
+| News, technology and general interest | `glossAPI/amna-press`<br>`glossAPI/ert-press`<br>`glossAPI/eellak-articles`<br>`glossAPI/e-nautilia`<br>`glossAPI/new-sociology` | 227,860 | 123,922,026 |
+| Books, literature and performing arts | `1000_prwta_xronia_ellhnikhs`<br>`Ellinika_Keimena_Project_Gutenberg`<br>`Wikisource_Greek_texts`<br>`openbook_gr`<br>`dimodis_logotexnia`<br>`klasikh_arx_ell_grammateia`<br>`glossAPI/greek-national-theatre-corpus` | 19,455 | 267,848,228 |
+| Religion and theology | `Ekklisiastika_Keimena`<br>`glossAPI/ecclesia`<br>`glossAPI/archetai`<br>`glossAPI/artos-zois` | 4,913 | 277,410,877 |
+| Oral history | `glossAPI/istorima` | 13,203 | 151,859,476 |
+| Dialogue and subtitles | `OPUS/OpenSubtitles-el-v2018` | 82,531 | 654,223,408 |
+| **Total** | **37 source datasets** | **51,839,746** | **63,780,757,593** |
+
+## Deduplication
+
+The combined 53,046,533-document corpus was deduplicated once before this release; 1,206,787 documents were removed and 51,839,746 retained. Matching combined strict UTF-8 text hashes, conservative normalized-exact hashes (Unicode NFC, casefold, punctuation to spaces, and whitespace collapse; Greek accents and numbers preserved), and MinHash candidates built from 5-token Greek shingles (128 permutations, 32 x 4 bands). Near-duplicate candidates were removed only after exact Jaccard verification at >= 0.85. Representatives preferred the original Nanochat corpus, then lower Greek/mojibake badness, lower cleaner loss, longer retained text, and stable source identity/order. No additional deduplication was performed during anonymization.
+
+## Anonymization to Apertus standards
+
+The `text` field was anonymized with the Apertus pretrain-data PIIFormatter policy from upstream commit `8af990b9401101cf95acd02b066ed0c449789126`: email addresses, IP addresses, and validated IBANs are replaced by `<email-pii>`, `<ip-pii>`, and `<iban-pii>`. IBAN matching adds country-length matching plus ISO 7064 mod-97 validation, including 27-character Greek IBANs. Every row, its order and multiplicity, the schema, source identity, and every non-text value are preserved; provenance metadata is retained.

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