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add dlte schema docs

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+ # `logo-lab/dlte` per-config schema reference
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+
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+ ## `lake` config (5 splits)
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+
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+ ### `parents_tabfact`, `parents_wtq`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `table_id` | string | original parent identifier (TabFact: `r-N`; WTQ: csv id) |
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+ | `source` | string | `tabfact` or `wtq` |
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+ | `n_rows` | int32 | parent row count |
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+ | `n_cols` | int32 | parent column count |
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+ | `header` | list<string> | column names |
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+ | `table_csv` | large_string | full parent serialized as CSV |
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+ | `provenance_url` | string | upstream link |
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+ | `license_tag` | string | per-row license inheritance |
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+
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+ ### `targets`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `target_id` | string | unique fragment id |
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+ | `parent_id` | string | links to parents_*.table_id |
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+ | `parent_source` | string | `tabfact` or `wtq` |
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+ | `kind` | string | `union` or `join` |
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+ | `noise_tier` | string | `clean` / `schema` / `cell` / `hard` |
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+ | `removed_rows` | list<int32> | indices of rows removed from parent (only for `union`) |
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+ | `removed_cols` | list<int32> | indices of cols removed from parent (only for `join`) |
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+ | `table_csv` | large_string | the fragment table |
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+ | `license_tag` | string | inherited |
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+
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+ ### `distractors`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `distractor_id` | string | matches `manifests/ckan_distractor_ids` |
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+ | `source` | string | always `lakebench_ckan` |
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+ | `table_csv` | large_string | the CKAN distractor table |
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+ | `license_tag` | string | `cc-by-4.0 (LakeBench Zenodo); per-portal upstream` |
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+
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+ ### `queries`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `query_id` | string | seed query identifier |
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+ | `parent_id` | string | parent the query was derived from |
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+ | `parent_source` | string | `tabfact` or `wtq` |
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+ | `noise_tier` | string | |
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+ | `seed_csv` | large_string | the seed query (parent with rows + cols removed) |
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+ | `removed_rows` | list<int32> | the union target's rows |
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+ | `removed_cols` | list<int32> | the join target's cols |
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+ | `license_tag` | string | inherited |
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+
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+ ## `manifests` config (8 splits)
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+
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+ ### `splits`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `parent_id` | string | |
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+ | `split` | string | `train` / `dev` / `test` |
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+ | `parent_source` | string | |
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+
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+ (827 train / 207 dev / 345 test rows)
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+
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+ ### `parents_filtered`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `parent_id` | string | |
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+ | `parent_source` | string | |
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+ | `n_rows` | int32 | |
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+ | `n_cols` | int32 | |
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+ | `passes_filter` | bool | should always be `true` since this is the post-filter list |
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+ | `provenance_url` | string | |
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+
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+ (1,379 rows)
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+
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+ ### `fragments` (16,548 rows)
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `fragment_id` | string | |
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+ | `parent_id` | string | |
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+ | `parent_source` | string | |
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+ | `kind` | string | `seed` / `union_target` / `join_target` |
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+ | `noise_tier` | string | |
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+ | `provenance` | string | JSON-encoded extra context |
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+
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+ ### `lake` (the retrieval lake of exactly 47,772 tables)
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+
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+ This split lists only the tables that are searchable in Stage-1 retrieval —
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+ **i.e., union/join targets + CKAN distractors**. Parents and query seeds are
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+ pipeline I/O (kept in the `lake` config's other splits and the `manifests`
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+ config, but not in *this* split).
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `table_id` | string | |
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+ | `kind` | string | `union_target` / `join_target` / `distractor` (exactly these three) |
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+ | `parent_id` | string | nullable; only set for derivatives |
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+ | `parent_source` | string | nullable; `tabfact` or `wtq` for derivative targets |
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+ | `noise_tier` | string | nullable; `clean` / `schema` / `cell` / `hard` for targets only |
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+
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+ ### `ckan_distractor_ids`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `distractor_id` | string | (36,740 rows; matches `lake.distractors.distractor_id`) |
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+
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+ ### `query_tasks`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `query_id` | string | |
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+ | `parent_id` | string | |
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+ | `parent_source` | string | |
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+ | `noise_tier` | string | |
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+ | `task_type` | string | one of `union_only` / `join_only` / `union_and_join` |
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+ | `gt_union_target_ids` | list<string> | ground-truth union target fragment ids |
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+ | `gt_join_target_ids` | list<string> | ground-truth join target fragment ids |
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+
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+ ### `gt_validation`
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+
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+ Per-query validation rows used for the dev-split macro-F1 calibration of
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+ Stage-2 thresholds.
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `query_id` | string | |
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+ | `gt_action` | string | `union` / `join` / `none` |
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+ | `gt_target_id` | string | nullable |
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+ | `metadata` | string | JSON-encoded |
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+
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+ ### `table_maps`
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+
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+ | Column | Type | Notes |
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+ |---|---|---|
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+ | `table_id` | string | |
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+ | `kind` | string | |
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+ | `parent_id` | string | |
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+ | `csv_path` | string | path within `lake/*` parquet (informational only — actual csv lives in `lake` config) |
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+ | `stage2_calibrated_thresholds` | string | JSON-encoded; only populated for the (Stage-1 backbone, Stage-2 model) calibration result rows used in the paper |