Datasets:

Antix5
/

tabular-errors-v1

+Project-authored content and annotations: CC BY-NC 4.0.
+https://creativecommons.org/licenses/by-nc/4.0/legalcode
+Commercial use requires the project owner's permission.
+USDA FoodData Central source data remains CC0 1.0/public domain; see provenance.json and README.md for attribution.

README.md CHANGED Viewed

@@ -1,44 +1,55 @@
 ---
-language:
-- en
-- fr
-- nl
-- de
-- pl
-- el
-- ja
-license: other
-license_name: cc-by-nc-4.0
-pretty_name: TabFix multilingual table error pairs v1
-task_categories:
-- token-classification
-tags:
-- tabular-data
-- error-detection
-- data-cleaning
-- synthetic
-- xml
 ---
-# TabFix multilingual table error pairs
-Context-rich XML pairs for detecting and correcting tabular data errors. Each example has an identical schema and row selection in `clean_xml` and `corrupt_xml`; errors describe exact repairs within decoded corrupt cells. Clean controls and explicit hard negatives have identical XML and empty error lists.
-## Files and use
-`dataset.parquet` is the consolidated dataset. `audit.json` reports actual counts, category coverage, language/domain distributions, compound combinations, family-disjoint splits and integrity checks. `provenance.json` records source provenance, applicable license terms, and attribution. Build fingerprints and generation details are retained in the release metadata.
-All seven Parquet columns are strings:
 | Column | Meaning |
 |---|---|
-| `id` | Deterministic example content identifier |
 | `split` | `train`, `validation`, or `test` |
-| `family_id` | Group kept entirely in one split, including translations |
-| `clean_xml` | Clean reference context |
-| `corrupt_xml` | Detector input context |
-| `errors` | JSON list of `{row,column,start,end,replacement,category,mechanism}` |
-| `metadata` | JSON object containing provenance, language, domain, supervision scope, sampled original rows, token counts, generation details, and optional negative evidence |
 ```python
 import json
@@ -46,22 +57,21 @@ import pyarrow.parquet as pq
 rows = pq.read_table("dataset.parquet").to_pylist()
 train = [row for row in rows if row["split"] == "train"]
-example = train[0]
-errors = json.loads(example["errors"])
-metadata = json.loads(example["metadata"])
 ```
-A single Parquet file's `split` column does not automatically create separate Hugging Face splits. Configure split-specific exports when loading the dataset. Do not feed `clean_xml`, error labels, or generation metadata to the detector.
-## Context and schema
-XML includes the full schema, explicit nullable states (`allowed`, `forbidden`, `conditional`, `unknown`), declared formatting and contextual rules, and complete selected rows. Selection combines the first rows, neighboring rows and random rows, deduplicated and sorted by original index. Half-open `<gap start="..." end="..."/>` elements identify omissions. Optional rows are removed if necessary; individual cells are never truncated. Both XML strings fit the 8,192-token context budget, including special tokens.
-XML 1.0 character references preserve CR, LF and tabs; `<empty/>` means an empty string. Missing data is not automatically an error: a required or conditional schema rule is necessary.
-## Errors, switches and correction
-Categories are stable configuration switches:
 - Text: `text.encoding`, `text.invisible`, `text.spelling`.
 - Formatting: `format.number`, `format.date`, `format.boolean`, `format.case`, `format.whitespace`, `format.unit`.
@@ -70,36 +80,24 @@ Categories are stable configuration switches:
 - Missingness: `missing.required`, `missing.conditional`.
 - Structure: `structure.shift`.
-The category is the canonical diagnosis used for supervision; mechanisms name how a defect was generated. The taxonomy does not assert that semantic predicates never overlap. A structural swap can require two edits in one category. Compound examples can contain several categories and independently repairable defects in the same cell.
-Coordinates are zero-based Unicode codepoints in the **decoded final corrupt cell**, with half-open `[start,end)` ranges. They are not XML byte offsets or tokenizer positions. Original row indices and schema column indices locate the cell. Missing values use zero-width insertion spans. Apply all selected repairs right to left within each cell, using their original coordinates. Exclude disabled categories before applying repairs. Character-to-token alignment and fill-in-middle training serialization are downstream training steps.
-## Generation and hard negatives
-Procedural mutations require a declared lexical or relational contradiction, rather than a rare value alone. Contextual fictional scenarios add implicit arithmetic: equivalent mass quantities, per-item versus whole-pack totals, temporal relationships and valid exceptions. Hard negatives include leading zeros, valid mixed scripts, optional empty fields, accepted date/number/boolean representations and allowed whitespace. Explicit hard-negative evidence is stored separately from ordinary matched clean controls in `metadata.negative`.
-The synthetic corpus covers seven languages and eight source domains. This does not imply equal category support or real-world representativeness. Translated variants share a family and cannot cross splits. Source/template-family splitting is stronger than random row splitting but does not remove shared generator conventions; evaluation on independent real data remains necessary.
-Real USDA context is not certified universally error-free prose. Its labels supervise injected defects in the declared eligible columns; unrelated cells and unknown semantic constraints are outside that scope. Respect `metadata.label_scope` and `supervised_columns` when constructing detector losses. Empty labels on such a record do not certify every context cell.
-## Current coverage and remaining work
-The first build contains **21,810 pairs**: 13,846 corrupted examples and 7,964 clean controls, including 585 explicitly evidenced hard negatives. There are 6,463 multi-category compounds, including 156 same-cell compounds. All 18 categories have positive and explicit hard-negative examples. The maximum observed length is 7,951 tokens.
-Coverage is incomplete for a final balanced benchmark: spelling has 56 positive examples, casing 26, and whitespace formatting 36; independent held-out families are still needed for these and other rare contextual categories. Only 299 examples use real USDA tables; 21,511 are synthetic. Deduplication leaves a 63.5% corrupted / 36.5% clean mixture, not a chosen production error prior. Language incidence is nearly balanced (normalized entropy 0.9997), while positive category incidence is less balanced (0.8368). These are descriptive diagnostics, not proof of training sufficiency.
-Coverage and sampling diagnostics are descriptive. Rare categories must not be oversampled and presented as new independent coverage, and translated variants remain one template family for split and evaluation purposes.
-## Validation and limitations
-Every emitted record is checked for identical schema/context, well-formed XML, valid nonoverlapping repair spans, no unlabelled changes, and exact recovery of clean values. The Parquet readback audit independently repeats these checks and verifies unique identifiers and disjoint source families. Contract tests cover valid formatting alternatives and category-specific partial repairs. These checks establish fidelity and tested contracts, not perfect natural-language ground truth.
-Read `audit.json` before sampling: rare categories and category×language×split gaps must remain visible. Do not silently duplicate template translations across splits to fill gaps. This release provides training examples, not a trained detector, a calibrated error-rate estimate, or evidence that 8,192-token contexts are optimal.
-## Provenance and licensing
-Included real data comes from USDA FoodData Central. USDA states that its data is public domain and published under CC0 1.0; see the [FoodData Central API guide](https://fdc.nal.usda.gov/api-guide/). Requested attribution: **U.S. Department of Agriculture, Agricultural Research Service. FoodData Central, 2019. fdc.nal.usda.gov.**
-The corpus is assembled from open licensed data. Source-specific license identifiers, attribution requirements, and provenance are recorded in `provenance.json`; those terms remain authoritative for the corresponding records.
-The combined dataset contains multiple source licenses. The project owns the synthetic data and licenses the published dataset under CC BY-NC 4.0. Commercial use requires permission from the project owner.

 ---
+language: [en, fr, nl, de, pl, el, ja]
+license: cc-by-nc-4.0
+pretty_name: TabFix multilingual table error pairs
+task_categories: [token-classification]
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train.parquet
+  - split: validation
+    path: data/validation.parquet
+  - split: test
+    path: data/test.parquet
+tags: [tabular-data, error-detection, data-cleaning, synthetic, xml]
 ---
+# TabFix multilingual table error pairs — version 1.1.0
+**69,207 context-rich XML pairs** for tabular error detection and correction, across seven languages and 18 configurable error categories. Each pair contains the same schema and selected rows. Corrupted examples have exact cell-level character repairs; clean controls and hard negatives have identical XML and no errors.
+## Coverage
+There are **30,736 corrupted examples** and **38,471 clean examples**, including **22,446 explicitly evidenced hard negatives**. The corrupted examples include 14,698 multi-category compounds and 227 same-cell compounds. Sources comprise 263 tables grouped into 38 families.
+| Split | Examples | Source families | Structural formats |
+|---|---:|---:|---:|
+| train | 24,688 | 15 | 15 |
+| validation | 15,283 | 9 | 8 |
+| test | 29,236 | 14 | 10 |
+Every language in every split contains positives and explicit hard negatives for all 18 categories. Coverage does not imply equal counts or real-world representativeness. Origin counts: 299 examples with real USDA context and 68,908 synthetic examples. Detailed category, domain and language intersections are in `audit.json`.
+## Held-out table formats
+Families and their translations remain in one split. In addition, a conservative structural fingerprint groups tables by the multiset of column types, nullability states, constraint kinds, and machine-readable relation kinds/arities. It ignores header names, language, column order, and literal constraint values. Families connected through any shared fingerprint stay together.
+**No structural fingerprint crosses train, validation or test.** Grouping takes precedence over domain quotas. Validation contains seven primary domains (education is absent); training and test contain all eight. The evaluation sets therefore test unseen table formats under this documented definition, rather than merely unseen rows or renamed headers. This does not prove model generalization: shared primitive rules, generator conventions, vocabulary and error mechanisms remain, and independent real-world evaluation is still valuable. These splits supersede the earlier release; do not mix old training rows into this version's evaluation protocol.
+## Files and loading
+`dataset.parquet` contains seven string columns:
 | Column | Meaning |
 |---|---|
+| `id` | Deterministic example identifier |
 | `split` | `train`, `validation`, or `test` |
+| `family_id` | Source or authored template family |
+| `clean_xml` | Reference clean context |
+| `corrupt_xml` | Detector input |
+| `errors` | JSON list of repair annotations |
+| `metadata` | JSON provenance, context selection, schema-format ID, supervision policies, hard-negative evidence and optional sampling weight |
 ```python
 import json
 rows = pq.read_table("dataset.parquet").to_pylist()
 train = [row for row in rows if row["split"] == "train"]
+errors = json.loads(train[0]["errors"])
+metadata = json.loads(train[0]["metadata"])
 ```
+The default Hugging Face configuration exposes named train, validation and test splits through `data/train.parquet`, `data/validation.parquet` and `data/test.parquet`. When reading the combined `dataset.parquet` directly, filter its `split` column explicitly. `audit.json`, `balance.json`, `provenance.json` and `release.json` provide validation, sampling diagnostics, source terms and artifact checksums. `examples.json` provides readable examples; `qa_review.json` records the seeded visual inspection of 18 examples (197 context rows), including findings and scope.
+## Context and coordinates
+XML contains the full schema and complete selected rows, combining initial, neighboring and randomly selected rows. Original indices and half-open `<gap start="..." end="..."/>` ranges identify omissions. Nullability explicitly distinguishes `allowed`, `forbidden`, `conditional` and `unknown`; CSV observations alone do not establish requiredness. Declared formats and relational rules are visible in the schema.
+Both strings fit 8,192 tokens including special tokens, measured with `jhu-clsp/mmBERT-base` revision `c5955035435e2bf121cde7f3c8863ef52ff35d82`. The observed maximum is 7,951. Optional context rows may be removed to fit; cells are never truncated. XML 1.0 references preserve tabs, CR and LF; `<empty/>` represents the empty string.
+Each error has `row`, `column`, `start`, `end`, `replacement`, `category` and `mechanism`. Row indices are original table indices; columns use schema order. Offsets are zero-based Unicode codepoints in the decoded final corrupt cell, with half-open `[start,end)` ranges. Empty-cell insertion is `[0,0)`. These are neither XML byte offsets nor tokenizer positions. Apply selected edits right to left within each cell. Exclude disabled categories before applying edits; repair all spans of a linked structural swap together.
+## Categories and correction supervision
 - Text: `text.encoding`, `text.invisible`, `text.spelling`.
 - Formatting: `format.number`, `format.date`, `format.boolean`, `format.case`, `format.whitespace`, `format.unit`.
 - Missingness: `missing.required`, `missing.conditional`.
 - Structure: `structure.shift`.
+Categories identify the primary injected defect; mechanisms describe its generation. They are not an exhaustive list of overlapping logical consequences. Restore malformed lexical values before testing relationships that depend on them.
+`metadata.repair_policies` separates a known historical reference repair from what can be inferred from the input. `detection_only` conservatively marks missing values whose exact contents have not been certified recoverable by the classifier; exclude them from exact correction loss unless additional evidence is checked. This is not an impossibility claim: for example, a missing invoice unit price may be inferred from total divided by nonzero quantity. `target_conditioned` means a relation supplies a repair given the designated target, but the offending field is not necessarily uniquely identifiable. `reference_repair` and `linked_reference_repair` are supervised reference targets without a uniqueness guarantee; `schema_determined` identifies a uniquely permitted value. Character-to-token alignment and fill-in-middle prompt construction are downstream training choices. Do not feed clean references, labels, or generation metadata to the detector.
+## Hard negatives and sampling
+Explicit negatives carry category-specific row evidence. They include equivalent quantities in different units, per-item versus package totals, valid mixed scripts and whitespace, optional or conditional blanks, leading-zero identifiers, accepted formatting alternatives and same-day dates. Matched clean controls are not automatically counted as hard negatives.
+`metadata.sampling_weight` is an optional split-local sampling probability. The declared profile targets 50% corrupted, 25% explicit hard negatives and 25% ordinary controls; it balances language and primary generated category, then adjusts the primary-domain marginal. `balance.json` reports convergence, missing strata, effective sample size and weight concentration. Weights do not create new independent examples or estimate deployment error prevalence. Raw evaluation metrics and weighted diagnostics answer different questions; report the policy used.
+## Validation and scope
+Every emitted record is checked for valid XML, identical paired context/schema, valid nonoverlapping spans, exact clean reconstruction and absence of unlabelled changed cells. Independent Parquet readback repeats these checks, reconstructs structural fingerprints from XML, verifies split separation and sampling-weight totals, and retokenizes a deterministic sample. The published audit checksum matches the published Parquet.
+Synthetic facts and hard-negative evidence are checked against explicit contracts. Real USDA prose is context, not a universal clean-text guarantee: respect `metadata.label_scope` and `supervised_columns`. Empty labels do not certify unrelated cells or unknown semantic constraints. Validation establishes tested integrity properties, not perfect natural-language truth or model performance.
+## Licensing and attribution
+Project-authored synthetic content, annotations and documentation are licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). Commercial use of that content requires permission from the project owner.
+USDA FoodData Central data is public domain and published under CC0 1.0, as described in the [FoodData Central API guide](https://fdc.nal.usda.gov/api-guide/). Its source terms remain applicable independently of the project-authored portions. Attribution: **U.S. Department of Agriculture, Agricultural Research Service. FoodData Central, 2019. fdc.nal.usda.gov.** Source-specific provenance and terms are recorded in `provenance.json`.

audit.json CHANGED Viewed

@@ -1,450 +1,1191 @@
 {
   "status": "passed",
-  "independently_retokenized_pairs": 224,
-  "sha256": "a398a411480108da1bd16dbbc1f0dc9aea04637bdd265157cc7841189d4d1d0c",
   "totals": {
-    "records": 21810,
-    "positive": 13846,
-    "negative": 7964,
-    "explicit_hard_negative": 585,
-    "compound": 6463,
-    "same_cell_compound": 156
   },
-  "source_count": 200,
-  "family_count": 29,
   "category_positive_examples": {
-    "text.invisible": 1568,
-    "format.unit": 1724,
-    "schema.type": 3206,
-    "text.encoding": 732,
-    "format.date": 1120,
-    "schema.identifier": 3269,
-    "schema.category": 3426,
-    "consistency.dependency": 1120,
-    "missing.required": 1512,
-    "structure.shift": 756,
-    "missing.conditional": 156,
-    "consistency.temporal": 280,
-    "format.number": 616,
-    "consistency.unit": 112,
-    "format.boolean": 594,
-    "text.spelling": 56,
-    "format.case": 26,
-    "format.whitespace": 36
   },
   "category_explicit_hard_negatives": {
-    "structure.shift": 207,
-    "schema.identifier": 210,
-    "schema.type": 210,
-    "missing.required": 189,
-    "consistency.unit": 14,
-    "format.unit": 14,
-    "consistency.dependency": 21,
-    "consistency.temporal": 35,
-    "format.boolean": 21,
-    "format.case": 14,
-    "format.date": 21,
-    "missing.conditional": 21,
-    "text.spelling": 21,
-    "format.number": 14,
-    "format.whitespace": 28,
-    "text.encoding": 7,
-    "schema.category": 7,
-    "text.invisible": 14
   },
   "languages": {
-    "en": 3236,
-    "de": 3002,
-    "el": 3215,
-    "fr": 3103,
-    "ja": 3202,
-    "nl": 2951,
-    "pl": 3101
   },
   "domains": {
     "food": 299,
-    "retail": 3547,
     "health": 2541,
-    "education": 2415,
-    "environment": 2415,
-    "finance": 2610,
-    "logistics": 2478,
-    "public_administration": 2379,
-    "technology": 2481,
-    "administration": 944
   },
   "origins": {
     "real": 299,
-    "synthetic": 21511
   },
   "compound_combinations": {
-    "schema.type + text.invisible": 247,
-    "format.unit + schema.type": 221,
-    "schema.type + text.encoding": 106,
-    "format.date + text.encoding": 39,
-    "format.date + text.invisible": 63,
-    "schema.identifier + text.invisible": 191,
-    "format.date + schema.identifier": 174,
-    "format.date + schema.category": 167,
-    "format.date + format.unit": 64,
-    "format.unit + schema.category": 242,
-    "schema.category + schema.type": 677,
-    "schema.identifier + schema.type": 562,
-    "format.date + schema.type": 198,
-    "schema.category + schema.identifier": 578,
-    "consistency.dependency + schema.identifier": 287,
-    "consistency.dependency + schema.category": 206,
     "consistency.dependency + format.date": 45,
-    "format.date + missing.required": 72,
-    "missing.required + schema.category": 220,
-    "missing.required + schema.identifier": 180,
-    "schema.category + text.invisible": 235,
-    "format.unit + schema.identifier": 205,
-    "missing.conditional + schema.identifier": 34,
-    "consistency.temporal + schema.identifier": 75,
-    "missing.required + schema.type": 242,
-    "schema.category + text.encoding": 65,
-    "schema.identifier + text.encoding": 140,
-    "format.number + schema.type": 53,
-    "format.number + format.unit": 156,
-    "format.number + schema.identifier": 32,
-    "consistency.unit + schema.category": 18,
-    "consistency.unit + schema.identifier": 10,
-    "format.number + schema.category": 52,
-    "missing.conditional + schema.category": 34,
-    "format.boolean + text.encoding": 16,
     "format.boolean + format.number": 11,
-    "format.boolean + schema.type": 85,
-    "format.boolean + schema.identifier": 84,
-    "format.boolean + schema.category": 97,
-    "consistency.dependency + format.boolean": 22,
-    "format.boolean + missing.required": 42,
-    "consistency.temporal + schema.category": 65,
-    "format.boolean + text.invisible": 32,
-    "format.boolean + format.unit": 36,
-    "format.date + missing.conditional": 4,
     "format.date + format.number": 4,
-    "format.boolean + format.date": 10,
-    "schema.identifier + text.spelling": 9,
-    "format.boolean + text.spelling": 8,
-    "format.case + schema.type": 3,
-    "format.boolean + format.whitespace": 5,
-    "format.whitespace + schema.identifier": 5,
-    "format.boolean + missing.conditional": 4,
-    "format.case + schema.category": 5,
-    "format.whitespace + schema.type": 4,
-    "format.whitespace + schema.category": 4,
-    "schema.type + text.spelling": 6,
-    "schema.category + text.spelling": 5,
-    "missing.conditional + schema.type": 2,
-    "format.boolean + format.case": 2,
-    "format.case + schema.identifier": 3
   },
   "split_language_category_positive_grid": {
-    "train|en|text.invisible": 248,
-    "train|en|format.unit": 269,
-    "train|en|schema.type": 442,
-    "train|de|text.encoding": 64,
-    "train|de|schema.type": 400,
-    "train|de|format.date": 152,
-    "train|de|text.invisible": 192,
-    "train|de|schema.identifier": 401,
-    "train|de|schema.category": 421,
-    "train|de|format.unit": 210,
-    "train|de|consistency.dependency": 136,
-    "train|de|missing.required": 192,
-    "train|de|structure.shift": 96,
-    "train|de|missing.conditional": 16,
-    "train|de|consistency.temporal": 32,
-    "train|de|format.number": 72,
-    "train|de|consistency.unit": 16,
-    "train|de|format.boolean": 64,
-    "validation|de|text.invisible": 24,
-    "validation|de|schema.identifier": 53,
-    "validation|de|format.date": 19,
-    "validation|de|schema.category": 54,
-    "validation|de|schema.type": 44,
-    "validation|de|format.unit": 30,
-    "validation|de|consistency.dependency": 24,
-    "validation|de|consistency.temporal": 8,
-    "validation|de|missing.required": 24,
-    "validation|de|structure.shift": 12,
-    "validation|de|format.number": 16,
-    "validation|de|format.boolean": 16,
-    "train|el|text.encoding": 172,
-    "train|el|format.date": 151,
-    "train|el|schema.identifier": 433,
-    "train|el|text.invisible": 192,
-    "train|el|schema.category": 441,
-    "train|el|schema.type": 413,
-    "train|el|format.unit": 208,
-    "train|el|consistency.dependency": 136,
-    "train|el|missing.required": 192,
-    "train|el|structure.shift": 96,
-    "train|el|missing.conditional": 26,
-    "train|el|consistency.temporal": 32,
-    "train|el|format.number": 72,
-    "train|el|consistency.unit": 16,
-    "train|el|format.boolean": 61,
-    "validation|el|text.encoding": 24,
-    "validation|el|format.date": 16,
-    "validation|el|schema.identifier": 64,
-    "validation|el|schema.type": 51,
-    "validation|el|text.invisible": 24,
-    "validation|el|schema.category": 55,
-    "validation|el|format.unit": 29,
-    "validation|el|consistency.dependency": 24,
-    "validation|el|consistency.temporal": 8,
-    "validation|el|missing.required": 24,
-    "validation|el|structure.shift": 12,
-    "validation|el|format.number": 16,
-    "validation|el|format.boolean": 13,
-    "train|en|schema.category": 427,
-    "train|en|format.date": 141,
-    "train|en|schema.identifier": 395,
-    "train|en|consistency.dependency": 136,
-    "train|en|missing.required": 192,
-    "train|en|structure.shift": 96,
-    "train|en|missing.conditional": 26,
-    "train|en|consistency.temporal": 32,
-    "train|en|format.number": 72,
-    "train|en|consistency.unit": 16,
     "train|en|text.encoding": 14,
-    "train|en|format.boolean": 77,
-    "validation|en|text.invisible": 24,
-    "validation|en|format.date": 15,
-    "validation|en|schema.identifier": 50,
-    "validation|en|schema.type": 54,
-    "validation|en|schema.category": 48,
-    "validation|en|format.unit": 29,
-    "validation|en|consistency.dependency": 24,
     "validation|en|consistency.temporal": 8,
-    "validation|en|missing.required": 24,
-    "validation|en|structure.shift": 12,
-    "validation|en|format.number": 16,
-    "validation|en|format.boolean": 20,
-    "train|fr|text.encoding": 110,
-    "train|fr|schema.identifier": 415,
-    "train|fr|text.invisible": 192,
-    "train|fr|schema.type": 404,
-    "train|fr|format.date": 151,
-    "train|fr|schema.category": 434,
-    "train|fr|format.unit": 208,
-    "train|fr|consistency.dependency": 136,
-    "train|fr|missing.required": 192,
-    "train|fr|structure.shift": 96,
-    "train|fr|missing.conditional": 24,
-    "train|fr|consistency.temporal": 32,
-    "train|fr|format.number": 72,
-    "train|fr|consistency.unit": 16,
-    "train|fr|format.boolean": 63,
-    "validation|fr|text.encoding": 14,
-    "validation|fr|schema.identifier": 59,
-    "validation|fr|text.invisible": 24,
-    "validation|fr|format.date": 15,
-    "validation|fr|schema.type": 51,
-    "validation|fr|schema.category": 57,
-    "validation|fr|format.unit": 27,
-    "validation|fr|consistency.dependency": 24,
     "validation|fr|consistency.temporal": 8,
-    "validation|fr|missing.required": 24,
-    "validation|fr|structure.shift": 12,
-    "validation|fr|format.number": 16,
-    "validation|fr|format.boolean": 14,
-    "train|ja|text.encoding": 170,
-    "train|ja|schema.type": 395,
-    "train|ja|format.date": 140,
-    "train|ja|schema.identifier": 418,
-    "train|ja|text.invisible": 192,
-    "train|ja|schema.category": 471,
-    "train|ja|format.unit": 213,
-    "train|ja|consistency.dependency": 136,
-    "train|ja|missing.required": 192,
-    "train|ja|structure.shift": 96,
-    "train|ja|missing.conditional": 20,
-    "train|ja|consistency.temporal": 32,
-    "train|ja|format.number": 72,
-    "train|ja|consistency.unit": 16,
-    "train|ja|format.boolean": 66,
-    "validation|ja|text.encoding": 24,
-    "validation|ja|schema.type": 58,
-    "validation|ja|schema.identifier": 57,
-    "validation|ja|format.date": 18,
-    "validation|ja|text.invisible": 24,
-    "validation|ja|schema.category": 48,
-    "validation|ja|format.unit": 28,
-    "validation|ja|consistency.dependency": 24,
-    "validation|ja|consistency.temporal": 8,
-    "validation|ja|missing.required": 24,
-    "validation|ja|structure.shift": 12,
-    "validation|ja|format.number": 16,
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+}

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     ],
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   },
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+      "0",
+      "0",
+      "0",
+      "0",
+      ""
+    ]
+  },
+  "error/format.number": {
+    "id": "378a7e874f561ec9faf1ff154ef10bed0a72e564f488246bfdfbd5b7de80a847",
+    "split": "train",
+    "source": "synthetic/de/environment/meters.csv",
+    "errors": [
+      {
+        "row": 17,
+        "column": 3,
+        "start": 2,
+        "end": 3,
+        "replacement": ",",
+        "category": "format.number",
+        "mechanism": "decimal_separator"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000018",
+      "Stromzähler Archiv",
+      "4,65",
+      "15,97",
+      "11,32",
+      "kWh",
+      "Referenz beibehalten: UTF-8 / v2.1"
+    ],
+    "corrupt_target_row": [
+      "000018",
+      "Stromzähler Archiv",
+      "4,65",
+      "15.97",
+      "11,32",
+      "kWh",
+      "Referenz beibehalten: UTF-8 / v2.1"
+    ]
+  },
+  "same_cell_compound": {
+    "id": "b2c15fc5fe390569d863f34146dc5034b401b0d847b0ece1ba9223f1aea1106c",
+    "split": "train",
+    "source": "synthetic/de/environment/meters.csv",
+    "errors": [
+      {
+        "row": 13,
+        "column": 4,
+        "start": 2,
+        "end": 3,
+        "replacement": ",",
+        "category": "format.number",
+        "mechanism": "decimal_separator"
+      },
+      {
+        "row": 13,
+        "column": 4,
+        "start": 5,
+        "end": 7,
+        "replacement": "",
+        "category": "format.unit",
+        "mechanism": "unit_affix"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000014",
+      "Stromzähler Saal",
+      "4,62",
+      "83,78",
+      "79,16",
+      "kWh",
+      "Nordeingang benutzen\nZuerst am Empfang melden"
+    ],
+    "corrupt_target_row": [
+      "000014",
+      "Stromzähler Saal",
+      "4,62",
+      "83,78",
+      "79.16 h",
+      "kWh",
+      "Nordeingang benutzen\nZuerst am Empfang melden"
+    ]
+  },
+  "error/consistency.unit": {
+    "id": "1ffb05fa6afc0ce16499a1975556f1bcc8635d91d24258cee564f6bb8573672c",
+    "split": "test",
+    "source": "synthetic/de/environment/recycling.csv",
+    "errors": [
+      {
+        "row": 26,
+        "column": 3,
+        "start": 3,
+        "end": 4,
+        "replacement": "0",
+        "category": "consistency.unit",
+        "mechanism": "unit_factor_mismatch"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000027",
+      "Karton",
+      "14,30",
+      "1000,00",
+      "14300,00",
+      "kg",
+      "Nordeingang benutzen\nZuerst am Empfang melden"
+    ],
+    "corrupt_target_row": [
+      "000027",
+      "Karton",
+      "14,30",
+      "1001,00",
+      "14300,00",
+      "kg",
+      "Nordeingang benutzen\nZuerst am Empfang melden"
+    ]
+  },
+  "error/format.boolean": {
+    "id": "e00bd022efa3f055ca1113a0123ffbcdd096007f09ed9197d92a9be2193948ba",
+    "split": "train",
+    "source": "synthetic/de/finance/payments.csv",
+    "errors": [
+      {
+        "row": 29,
+        "column": 1,
+        "start": 3,
+        "end": 5,
+        "replacement": "ä",
+        "category": "text.encoding",
+        "mechanism": "mojibake"
+      },
+      {
+        "row": 29,
+        "column": 6,
+        "start": 0,
+        "end": 2,
+        "replacement": "Ja",
+        "category": "format.boolean",
+        "mechanism": "boolean_case"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000030",
+      "Gerätefonds",
+      "6,35",
+      "4,24",
+      "2,11",
+      "2025-12-24",
+      "Ja",
+      "Bei Ankunft geprüft"
+    ],
+    "corrupt_target_row": [
+      "000030",
+      "GerÃ¤tefonds",
+      "6,35",
+      "4,24",
+      "2,11",
+      "2025-12-24",
+      "jA",
+      "Bei Ankunft geprüft"
+    ]
+  },
+  "valid/consistency.unit": {
+    "id": "5cd0b82198d5ecdca0d1f5c67acf452eaea3e4d094416383ffcf255d80f5af65",
+    "split": "validation",
+    "source": "contextual/equivalent_units/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.unit",
+        "format.unit"
+      ],
+      "subtype": "explicit_hard_negative",
+      "evidence": "Different units express identical item mass; total pack mass may differ from item mass.",
+      "witnesses": [
+        {
+          "row": 1,
+          "category": "consistency.unit",
+          "reason": "Different units express identical item mass; total pack mass may differ from item mass."
+        },
+        {
+          "row": 1,
+          "category": "format.unit",
+          "reason": "Different units express identical item mass; total pack mass may differ from item mass."
+        }
+      ]
+    },
+    "clean_target_row": [
+      "Rice 500 g",
+      "500",
+      "g",
+      "0.5",
+      "kg",
+      "1",
+      "500",
+      "per item"
+    ],
+    "corrupt_target_row": [
+      "Rice 500 g",
+      "500",
+      "g",
+      "0.5",
+      "kg",
+      "1",
+      "500",
+      "per item"
+    ]
+  },
+  "valid/format.unit": {
+    "id": "5cd0b82198d5ecdca0d1f5c67acf452eaea3e4d094416383ffcf255d80f5af65",
+    "split": "validation",
+    "source": "contextual/equivalent_units/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.unit",
+        "format.unit"
+      ],
+      "subtype": "explicit_hard_negative",
+      "evidence": "Different units express identical item mass; total pack mass may differ from item mass.",
+      "witnesses": [
+        {
+          "row": 1,
+          "category": "consistency.unit",
+          "reason": "Different units express identical item mass; total pack mass may differ from item mass."
+        },
+        {
+          "row": 1,
+          "category": "format.unit",
+          "reason": "Different units express identical item mass; total pack mass may differ from item mass."
+        }
+      ]
+    },
+    "clean_target_row": [
+      "Rice 500 g",
+      "500",
+      "g",
+      "0.5",
+      "kg",
+      "1",
+      "500",
+      "per item"
+    ],
+    "corrupt_target_row": [
+      "Rice 500 g",
+      "500",
+      "g",
+      "0.5",
+      "kg",
+      "1",
+      "500",
+      "per item"
+    ]
+  },
+  "error/text.spelling": {
+    "id": "12c9797fab30e2221a0826ca511667587f4e1b445c2aacf78bb713856f636cb8",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [
+      {
+        "row": 6,
+        "column": 1,
+        "start": 6,
+        "end": 6,
+        "replacement": "京",
+        "category": "text.spelling",
+        "mechanism": "character_deletion"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000006",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000006",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ],
+    "corrupt_target_row": [
+      "000006",
+      "Mira 東",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000006",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ]
+  },
+  "error/format.case": {
+    "id": "5916e128a51fcfcc33a5dc594b8e7a975e5b2f9abc11b6150963bc467606255e",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [
+      {
+        "row": 6,
+        "column": 7,
+        "start": 0,
+        "end": 3,
+        "replacement": "REF",
+        "category": "format.case",
+        "mechanism": "case_flip"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000006",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000006",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ],
+    "corrupt_target_row": [
+      "000006",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "ref-000006",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ]
+  },
+  "error/format.whitespace": {
+    "id": "7f4b1f4170857abb6d7e353cc06d59eeed09f2bf011a40c797509634809ae713",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [
+      {
+        "row": 2,
+        "column": 7,
+        "start": 0,
+        "end": 1,
+        "replacement": "",
+        "category": "format.whitespace",
+        "mechanism": "edge_whitespace"
+      }
+    ],
+    "negative": {},
+    "clean_target_row": [
+      "000002",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000002",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ],
+    "corrupt_target_row": [
+      "000002",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      " REF-000002",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ]
+  },
+  "valid/consistency.dependency": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/consistency.temporal": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/format.boolean": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/format.case": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/format.date": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/missing.conditional": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/text.spelling": {
+    "id": "cbf91625e2764486adca4ed0d07df2307328918b7a4e9dde70768feebe484caa",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.case",
+        "format.date",
+        "missing.conditional",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "witnesses": [
+        {
+          "row": 9,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.case",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 9,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ],
+      "matched_categories": [
+        "structure.shift"
+      ],
+      "evidence": "See per-row category witnesses; matched controls are not additional hard-negative evidence."
+    },
+    "clean_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000007",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "A",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/format.number": {
+    "id": "d08a9d013994e2cdda8992d2df897ff5848034eae60ae91a3e5bde11acb7f88a",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.temporal",
+        "format.number",
+        "format.whitespace",
+        "missing.required",
+        "schema.identifier",
+        "schema.type",
+        "text.encoding",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "evidence": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline.",
+      "witnesses": [
+        {
+          "row": 14,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "format.number",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "format.whitespace",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "missing.required",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "text.encoding",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ]
+    },
+    "clean_target_row": [
+      "000014",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000014",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ],
+    "corrupt_target_row": [
+      "000014",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000014",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ]
+  },
+  "valid/format.whitespace": {
+    "id": "d08a9d013994e2cdda8992d2df897ff5848034eae60ae91a3e5bde11acb7f88a",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.temporal",
+        "format.number",
+        "format.whitespace",
+        "missing.required",
+        "schema.identifier",
+        "schema.type",
+        "text.encoding",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "evidence": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline.",
+      "witnesses": [
+        {
+          "row": 14,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "format.number",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "format.whitespace",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "missing.required",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "text.encoding",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ]
+    },
+    "clean_target_row": [
+      "000014",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000014",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ],
+    "corrupt_target_row": [
+      "000014",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000014",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ]
+  },
+  "valid/text.encoding": {
+    "id": "d08a9d013994e2cdda8992d2df897ff5848034eae60ae91a3e5bde11acb7f88a",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.temporal",
+        "format.number",
+        "format.whitespace",
+        "missing.required",
+        "schema.identifier",
+        "schema.type",
+        "text.encoding",
+        "text.spelling"
+      ],
+      "subtype": "explicit_hard_negative",
+      "evidence": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline.",
+      "witnesses": [
+        {
+          "row": 14,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "format.number",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "format.whitespace",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "missing.required",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "text.encoding",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 14,
+          "category": "text.spelling",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ]
+    },
+    "clean_target_row": [
+      "000014",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000014",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ],
+    "corrupt_target_row": [
+      "000014",
+      "Mira 東京",
+      "1 000,50",
+      "2026-09-06",
+      "true",
+      "A",
+      "closed",
+      "REF-000014",
+      "2026-09-06",
+      "2026-09-06",
+      ""
+    ]
+  },
+  "valid/schema.category": {
+    "id": "451894cf4c05f7cd38c23910f146b277c64e078be51f741b2190a9c7b11bf637",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
+    "errors": [],
+    "negative": {
+      "categories": [
+        "consistency.dependency",
+        "consistency.temporal",
+        "format.boolean",
+        "format.date",
+        "format.whitespace",
+        "missing.conditional",
+        "schema.category",
+        "schema.identifier",
+        "schema.type",
+        "structure.shift",
+        "text.invisible"
+      ],
+      "subtype": "explicit_hard_negative",
+      "evidence": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline.",
+      "witnesses": [
+        {
+          "row": 15,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "format.whitespace",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "schema.category",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "text.invisible",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ]
+    },
+    "clean_target_row": [
+      "000015",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "B",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ],
+    "corrupt_target_row": [
+      "000015",
+      "Mira Atelier",
+      "1000.50",
+      "06/09/2026",
+      "0",
+      "B",
+      "open",
+      "",
+      "2026-09-06",
+      "2026-09-06",
+      "Rice, \"Mira\"\nper item"
+    ]
+  },
+  "valid/text.invisible": {
+    "id": "451894cf4c05f7cd38c23910f146b277c64e078be51f741b2190a9c7b11bf637",
+    "split": "train",
+    "source": "contextual/accepted_exceptions/en",
     "errors": [],
     "negative": {
       "categories": [
         "text.invisible"
       ],
       "subtype": "explicit_hard_negative",
+      "evidence": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline.",
+      "witnesses": [
+        {
+          "row": 15,
+          "category": "consistency.dependency",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "consistency.temporal",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "format.boolean",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "format.date",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "format.whitespace",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "missing.conditional",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "schema.category",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "schema.identifier",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "schema.type",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "structure.shift",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        },
+        {
+          "row": 15,
+          "category": "text.invisible",
+          "reason": "Explicit accepted exceptions: registered names, alternative representations, leading-zero codes, optional/conditional blanks, same-day dates, rare category and embedded delimiter/newline."
+        }
+      ]
     },
     "clean_target_row": [
       "000015",

provenance.json CHANGED Viewed

@@ -1076,9 +1076,9 @@
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   ],
   "additional_contextual_sources": {
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-    "families": 3,
-    "generator": "training_data/hard_negatives.py"
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   "excluded_real_sources": [
     {
@@ -1264,7 +1264,7 @@
       "reason": "Redistribution permission not yet verified for public release"
     },
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-      "source": "govdata/de/1503d26c-cfd4-4df7-9553-3516cbecd1ab_Ausgew\u00e4hlte_Daten_aus_u.a._den_Jahresabschl\u00fcssen_der_Gesellschaft.csv",
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       "origin": "real",
       "family_id": "de_augsburg_company_annual_accounts",
@@ -1348,7 +1348,7 @@
       "reason": "Redistribution permission not yet verified for public release"
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@@ -1509,10 +1509,10 @@
       "reason": "Redistribution permission not yet verified for public release"
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@@ -1530,129 +1530,129 @@
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     },
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       "reason": "Redistribution permission not yet verified for public release"
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       "reason": "Redistribution permission not yet verified for public release"
     },
     {
+      "source": "govdata/pl/809_Wykaz_instalacji_objętych_Krajowymi_Środkami_Wykonawczymi_wraz_z_liczbą_uprawnie.csv",
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       "reason": "Redistribution permission not yet verified for public release"
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     {
     "license": "CC0-1.0",
     "checked": "2026-09-06"
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+  "project_generated_license": {
+    "identifier": "CC-BY-NC-4.0",
+    "url": "https://creativecommons.org/licenses/by-nc/4.0/",
+    "commercial_use": "Requires project owner permission"
+  }
+}

qa_review.json ADDED Viewed

	@@ -0,0 +1,151 @@

+{
+  "status": "passed_with_documented_scope",
+  "reviewer": "assistant_visual_inspection",
+  "date": "2026-09-13",
+  "seed": 20260913,
+  "selection": "Uniform reservoir within language×clean/corrupt strata, plus real-source, same-cell, unit-relation and conditional-missing strata.",
+  "sample_count": 18,
+  "context_rows_inspected": 197,
+  "method": "Inspected rendered tables with full sampled rows, observed/reference cells and declared rules; used expanded layout for long real-source prose. This is a stratified sample review, not an exhaustive semantic guarantee.",
+  "findings": [
+    {
+      "severity": "documentation",
+      "sample": "de_error",
+      "finding": "Recovery policy is conservative: some detection_only blanks are recoverable by additional contextual arithmetic.",
+      "resolution": "Clarified classifier scope in README; no gold label or data value changed."
+    },
+    {
+      "severity": "scope",
+      "finding": "Synthetic notes and registered names retain shared generator conventions across formats.",
+      "resolution": "Retained explicit limitation about shared primitives/vocabulary; held-out format checks do not claim complete real-world independence."
+    }
+  ],
+  "samples": [
+    {
+      "sample": "conditional_missing",
+      "id": "f0ad895b304d87980c3c0f689cddc26a51f28ab03cf446927d8cf9222e287821",
+      "split": "validation",
+      "source": "enrichment/venue_booking/el",
+      "finding": "Approved row19 requires a reference; pending neighboring rows correctly remain blank. Independent 0! boolean damage is labeled; chronology and capacity arithmetic remain consistent."
+    },
+    {
+      "sample": "de_clean",
+      "id": "242c33f12315d30d19e69e01190fdc91104b32475b53be731da733b654c55b61",
+      "split": "validation",
+      "source": "enrichment/seed_inventory/de",
+      "finding": "Checked opening+received-issued balances, including158+5-16=147; alternate amount representations and registered display names are explicitly allowed."
+    },
+    {
+      "sample": "de_error",
+      "id": "5839b08b126b9c9c56dbe8816375a4eeb358c944751a0cc7fe3bbd717a8a1859",
+      "split": "validation",
+      "source": "synthetic/de/finance/invoices.csv",
+      "finding": "Required unit-price blank is correctly detected;13052.60/170=76.78 also makes this particular reference arithmetically recoverable. The detection_only policy is conservative, not a proof of impossibility."
+    },
+    {
+      "sample": "el_clean",
+      "id": "03de63f3a6a0455f805c8c60fef768ce7ac34e43a89a8f3c691d88d28c753bb9",
+      "split": "test",
+      "source": "enrichment/parcel_dispatch/el",
+      "finding": "Verified kg/g equivalence and package mass, including1125g+50g=1175g; digit-only external identifiers retain zeros."
+    },
+    {
+      "sample": "el_error",
+      "id": "b16b5401723a090bec2abd0c6efa0d60e8bc5c4395ed2b55167b5161134ada05",
+      "split": "test",
+      "source": "enrichment/dye_workshop/el",
+      "finding": "Leading whitespace violates the trimmed catalog rule; shortened external code violates eight-digit pattern. Unit and mixture values remain consistent."
+    },
+    {
+      "sample": "en_clean",
+      "id": "9dcb63b8f7520e276b3390bad0b121da849f179b5275d7e2d66c4e57a8617d74",
+      "split": "validation",
+      "source": "enrichment/venue_booking/en",
+      "finding": "Checked same-day and multi-day intervals, capacity-reserved=available, and pending/approved reference conditions. Mixed accepted date and boolean representations remain unflagged."
+    },
+    {
+      "sample": "en_error",
+      "id": "8a4b6901ae02e24d48ea4cbed38cc093e74402a874e09e796c737930e6147e95",
+      "split": "test",
+      "source": "synthetic/en/environment/recycling.csv",
+      "finding": "kg? violates the declared closed unit category;33.69*1000=33690 remains consistent. No collateral row change visible."
+    },
+    {
+      "sample": "fr_clean",
+      "id": "7cb514bf5ac63bd5ee1d097a4f32f6abec91639abf3cfea59e5d71a41636fe86",
+      "split": "train",
+      "source": "enrichment/equipment_release/fr",
+      "finding": "Luma 東京 is an explicitly registered display name. Pending references remain optional; inspected elapsed-day calculations including2026-03-29 to2026-04-01=3."
+    },
+    {
+      "sample": "fr_error",
+      "id": "6ff9729c9c15e23d943ff7b87fb78a64f46fdbf2edfa2169853c6d0a5dd93bfe",
+      "split": "test",
+      "source": "enrichment/repair_stock/fr",
+      "finding": "Courroie en coto is a truncated registered item name;12x violates integer syntax.12*2.55=30.60 supports the corrected count; neighboring rows remain aligned."
+    },
+    {
+      "sample": "ja_clean",
+      "id": "d21cd17bf0af1c2be59ffda3cd44d40cedb81368e47c2f3a7a3a14cff9c14976",
+      "split": "test",
+      "source": "enrichment/repair_stock/ja",
+      "finding": "Note whitespace is permitted under preserve policy. Checked9*5.02=45.18 and generic decimal precision without imposing two decimals."
+    },
+    {
+      "sample": "ja_error",
+      "id": "46428114c7b34c0824b1c8900124b3b0953de6b327b7711c3fa64b4a8b660492",
+      "split": "train",
+      "source": "enrichment/bakery_batches/ja",
+      "finding": "Lowercase lot prefix violates explicit uppercase rule;0.5kg*11=5500g remains valid. Japanese strings and mixed-script names display correctly."
+    },
+    {
+      "sample": "nl_clean",
+      "id": "ed7a9a844203c758cc2775012b415041831badea81f4cb765dbb2e3ef44a07b1",
+      "split": "test",
+      "source": "enrichment/dye_workshop/nl",
+      "finding": "Checked1125g+21375g=22500g and375g/0.375kg equivalence elsewhere; external code remains an identifier."
+    },
+    {
+      "sample": "nl_error",
+      "id": "30f1f22a6fef68ab2d24d4cf5e72c5489d2d768a410eaf7016c448c6d5258043",
+      "split": "test",
+      "source": "enrichment/dye_workshop/nl",
+      "finding": "kg? is outside declared unit enum;375g=0.375kg and375+7125=7500 validate reference context."
+    },
+    {
+      "sample": "pl_clean",
+      "id": "3bfb920b12e88d89814bbbaca0598bb7c1a1fc2189f022a2ce30d04e8c3e5962",
+      "split": "test",
+      "source": "enrichment/parcel_dispatch/pl",
+      "finding": "Checked875g+40g=915g and1125g+50g=1175g. Leading-zero identifiers and empty optional notes remain unchanged."
+    },
+    {
+      "sample": "pl_error",
+      "id": "c36d1651d356ec6d00a5606c806304fb58378227e2ff701a37727198df61ae40",
+      "split": "test",
+      "source": "enrichment/exhibit_loans/pl",
+      "finding": "Leading identifier whitespace violates trimmed rule. Pending approval blank is valid, and April10-to17 interval is seven days."
+    },
+    {
+      "sample": "real_source",
+      "id": "3084b2c2bf0a2788a0644922b00368d4e9725c54ae70f9e518a36d7e4e3c5ac5",
+      "split": "train",
+      "source": "retail/usda_branded/danone.csv",
+      "finding": "Read all11 source rows in expanded layout. GRM/g and MLT, missing subbrands, ingredient lists, mixed source casing and serving descriptions remain preserved; prose is outside universal clean supervision."
+    },
+    {
+      "sample": "same_cell",
+      "id": "1ffd07661f90366d2cf27a0a68078780eb46aa745f243173c766d80893f65cd2",
+      "split": "train",
+      "source": "synthetic/nl/logistics/loads.csv",
+      "finding": "387.05 kg contains both decimal-separator and unit-affix defects.77.41*5=387.05;387,05 follows the declared comma format. The two repair spans are separate."
+    },
+    {
+      "sample": "unit_relation",
+      "id": "be20d27644b822b8d3cf0633e1dd40231f480c5a69964a5128f517fd56e28142",
+      "split": "validation",
+      "source": "contextual/equivalent_units/nl",
+      "finding": "1.5kg contradicts500g label and500g total. Reference0.5kg is supported by both; neighboring valid0.25kg/250g rows remain unflagged."
+    }
+  ]
+}

release.json ADDED Viewed

	@@ -0,0 +1,24 @@

+{
+  "version": "1.1.0",
+  "created_at": "2026-09-13T07:48:51.774795+00:00",
+  "records": 69207,
+  "validation": {
+    "tests_passed": 461,
+    "strict_errors": 0,
+    "strict_warnings": 0
+  },
+  "files": {
+    "dataset.parquet": "5335691077ada07a18987e9e788dba043e9788f5e57f2d0aebec0e1303f1de73",
+    "README.md": "ae272a115739be214a64f8611975466de6d7ae6bd52b6f74e9c754ba8d235d47",
+    "audit.json": "180fe1101cd3b12608897f330e8f5b7c599dfc679253a3b904b4ddd76ab1afb4",
+    "balance.json": "7e636f24901c4881945e9ceca355120d1b6aa2ebb6667252493c62c7e0fbc69b",
+    "provenance.json": "f93f15ce61e76dc01733efdf662549612476b203ef936498fc99c3d32efd9384",
+    "build_manifest.json": "5f6f8f73faf2adfd3d5f68875c965a21805da326c9082e683034ceebd25b088b",
+    "examples.json": "0e26867907b240f850d338d27cc59138165a371942073689eb9c7e1fa1d9a3d1",
+    "LICENSE.md": "bc0c275e532dbe6c8b4b2f841f04e657dcddcb9b4ed94d1e450c13d2f286e554",
+    "qa_review.json": "43dee3c54cc6e69e511eededb49a2f7fc41b5f3269da6c55b5589a1bfb6cccb3",
+    "data/train.parquet": "1d3122aea98d55504919e80ed7e53d88de24f12aae38af3d8910992c6f0d2d48",
+    "data/validation.parquet": "17d23b78b79c403ede0e2241077b00c7d01995ed6cd9f008012592b187eecdba",
+    "data/test.parquet": "863acec411aa0a9f161d8291ccf63b8699e21b7b3d043f3fc47cc2efc3a94cae"
+  }
+}