{ "benchmark_overlap": "pending", "boilerplate": "lines occurring in >= 1% of documents removed (36 patterns); 11 high-df shingles excluded from near-dedup sketches (df>701 over 35081 sampled docs)", "created_field_semantics": "Last revision date from the dump, not the page creation date", "cross_source_text_dedup": "pending target integration", "exact_dedup": true, "language_gate": "independent three-window langid vote", "license_gate": "CC BY-SA 3.0 declared on Fandom licensing page (Wayback snapshot 2024-12-31); page-URL attribution; third-party notices still require review", "license_terms_url": "https://creativecommons.org/licenses/by-sa/3.0/", "limitations": [ "fan-fiction and gaming wiki register: lore, walkthroughs, guides, infobox-heavy content; not factual reference text", "pages may quote/copy official game materials or other copyrighted works; quoted passages are not guaranteed disjoint from other shards", "record model is a whole content page; individual sections are not split", "pattern checks are not comprehensive de-identification" ], "minimum_final_text_characters": 500, "near_dedup": "deterministic capped 5-word-shingle hash Jaccard >= 0.90 within source; shingles with document frequency >2% (sampled 1-in-4) excluded from sketches", "pii_limitations": "Unlabelled national identifiers, free-form phone numbers, names and personal disclosures may remain; this is not complete anonymization", "pii_pattern_matches": { "account_candidate": 259, "email": 44, "ipv4": 89, "ipv6": 3, "ipv6_legacy_pattern": 1, "labelled_phone": 0, "national_identifier": 0 }, "pii_policy": "IPv6 parsed including compressed notation; labelled PESEL/NIP/REGON and 26-digit account candidates masked conservatively without checksum validation; counts cover all candidates before rejection", "rejection_counts": { "low_letter_ratio": 20, "near_duplicate": 224, "non_polish_text": 1581, "normalized_duplicate": 6, "too_little_text": 87839 }, "scope": "Polish Fandom wikis (12 wikis, ns0 articles only), latest revision per page fetched via MediaWiki API", "wikipedia_shard_overlap": { "candidate_records": 92000, "collision_count": 0, "id_collisions": [], "method": "Literal dataset-record ID comparison only. Source-specific ID prefixes make zero collisions uninformative about page identity or text overlap. No target namespace or text audit was performed.", "observed_at": "2026-10-02T18:28:14.958346+00:00", "target": "SlayerLab/polish-dynaword:data/wikipedia", "target_revision": "014faa53b3ebe2a8c08d21b71fcbb221bc551bd1", "target_rows": 1171897, "text_overlap": "not tested; quoted-article passages and target-wide text dedup remain integration gates" } }