Add README.md

README.md

@@ -14,601 +14,94 @@ tags:
 - procedural
 - synthetic
 configs:
-- config_name: business_document_extraction
+- config_name: record_field_extraction
   data_files:
   - split: train
-    path: business_document_extraction/train-*
+    path: record_field_extraction/train-*.parquet
   - split: validation
-    path: business_document_extraction/validation-*
+    path: record_field_extraction/validation-*.parquet
   - split: test
-    path: business_document_extraction/test-*
-- config_name: conditional_list_extraction
+    path: record_field_extraction/test-*.parquet
+- config_name: state_update_extraction
   data_files:
   - split: train
-    path: conditional_list_extraction/train-*
+    path: state_update_extraction/train-*.parquet
   - split: validation
-    path: conditional_list_extraction/validation-*
+    path: state_update_extraction/validation-*.parquet
   - split: test
-    path: conditional_list_extraction/test-*
-- config_name: date_range_extraction
+    path: state_update_extraction/test-*.parquet
+- config_name: conditional_list_extraction
   data_files:
   - split: train
-    path: date_range_extraction/train-*
+    path: conditional_list_extraction/train-*.parquet
   - split: validation
-    path: date_range_extraction/validation-*
+    path: conditional_list_extraction/validation-*.parquet
   - split: test
-    path: date_range_extraction/test-*
-- config_name: html_extraction
+    path: conditional_list_extraction/test-*.parquet
+- config_name: log_query_extraction
   data_files:
   - split: train
-    path: html_extraction/train-*
+    path: log_query_extraction/train-*.parquet
   - split: validation
-    path: html_extraction/validation-*
+    path: log_query_extraction/validation-*.parquet
   - split: test
-    path: html_extraction/test-*
-- config_name: log_query_extraction
+    path: log_query_extraction/test-*.parquet
+- config_name: typed_mention_extraction
   data_files:
   - split: train
-    path: log_query_extraction/train-*
+    path: typed_mention_extraction/train-*.parquet
   - split: validation
-    path: log_query_extraction/validation-*
+    path: typed_mention_extraction/validation-*.parquet
   - split: test
-    path: log_query_extraction/test-*
-- config_name: lookalike_field_extraction
+    path: typed_mention_extraction/test-*.parquet
+- config_name: business_document_extraction
   data_files:
   - split: train
-    path: lookalike_field_extraction/train-*
+    path: business_document_extraction/train-*.parquet
   - split: validation
-    path: lookalike_field_extraction/validation-*
+    path: business_document_extraction/validation-*.parquet
   - split: test
-    path: lookalike_field_extraction/test-*
+    path: business_document_extraction/test-*.parquet
 - config_name: nested_structure_extraction
   data_files:
   - split: train
-    path: nested_structure_extraction/train-*
+    path: nested_structure_extraction/train-*.parquet
   - split: validation
-    path: nested_structure_extraction/validation-*
+    path: nested_structure_extraction/validation-*.parquet
   - split: test
-    path: nested_structure_extraction/test-*
-- config_name: record_field_extraction
+    path: nested_structure_extraction/test-*.parquet
+- config_name: html_extraction
   data_files:
   - split: train
-    path: record_field_extraction/train-*
+    path: html_extraction/train-*.parquet
   - split: validation
-    path: record_field_extraction/validation-*
+    path: html_extraction/validation-*.parquet
   - split: test
-    path: record_field_extraction/test-*
-- config_name: spec_match_extraction
+    path: html_extraction/test-*.parquet
+- config_name: date_range_extraction
   data_files:
   - split: train
-    path: spec_match_extraction/train-*
+    path: date_range_extraction/train-*.parquet
   - split: validation
-    path: spec_match_extraction/validation-*
+    path: date_range_extraction/validation-*.parquet
   - split: test
-    path: spec_match_extraction/test-*
-- config_name: state_update_extraction
+    path: date_range_extraction/test-*.parquet
+- config_name: spec_match_extraction
   data_files:
   - split: train
-    path: state_update_extraction/train-*
+    path: spec_match_extraction/train-*.parquet
   - split: validation
-    path: state_update_extraction/validation-*
+    path: spec_match_extraction/validation-*.parquet
   - split: test
-    path: state_update_extraction/test-*
-- config_name: typed_mention_extraction
+    path: spec_match_extraction/test-*.parquet
+- config_name: lookalike_field_extraction
   data_files:
   - split: train
-    path: typed_mention_extraction/train-*
+    path: lookalike_field_extraction/train-*.parquet
   - split: validation
-    path: typed_mention_extraction/validation-*
+    path: lookalike_field_extraction/validation-*.parquet
   - split: test
-    path: typed_mention_extraction/test-*
-dataset_info:
-- config_name: business_document_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 15280623
-    num_examples: 10000
-  - name: validation
-    num_bytes: 763391
-    num_examples: 500
-  - name: test
-    num_bytes: 761976
-    num_examples: 500
-  download_size: 7359887
-  dataset_size: 16805990
-- config_name: conditional_list_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 13499820
-    num_examples: 10000
-  - name: validation
-    num_bytes: 668985
-    num_examples: 500
-  - name: test
-    num_bytes: 688874
-    num_examples: 500
-  download_size: 7759770
-  dataset_size: 14857679
-- config_name: date_range_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 18538139
-    num_examples: 10000
-  - name: validation
-    num_bytes: 952046
-    num_examples: 500
-  - name: test
-    num_bytes: 918981
-    num_examples: 500
-  download_size: 9822763
-  dataset_size: 20409166
-- config_name: html_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 25944175
-    num_examples: 10000
-  - name: validation
-    num_bytes: 1300906
-    num_examples: 500
-  - name: test
-    num_bytes: 1276293
-    num_examples: 500
-  download_size: 15178233
-  dataset_size: 28521374
-- config_name: log_query_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 19672746
-    num_examples: 10000
-  - name: validation
-    num_bytes: 970744
-    num_examples: 500
-  - name: test
-    num_bytes: 984359
-    num_examples: 500
-  download_size: 10270020
-  dataset_size: 21627849
-- config_name: lookalike_field_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 9838104
-    num_examples: 10000
-  - name: validation
-    num_bytes: 498158
-    num_examples: 500
-  - name: test
-    num_bytes: 479647
-    num_examples: 500
-  download_size: 6026175
-  dataset_size: 10815909
-- config_name: nested_structure_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 24283302
-    num_examples: 10000
-  - name: validation
-    num_bytes: 1206511
-    num_examples: 500
-  - name: test
-    num_bytes: 1244639
-    num_examples: 500
-  download_size: 12703477
-  dataset_size: 26734452
-- config_name: record_field_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 9572177
-    num_examples: 10000
-  - name: validation
-    num_bytes: 498310
-    num_examples: 500
-  - name: test
-    num_bytes: 480353
-    num_examples: 500
-  download_size: 5400923
-  dataset_size: 10550840
-- config_name: spec_match_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 29666535
-    num_examples: 10000
-  - name: validation
-    num_bytes: 1499917
-    num_examples: 500
-  - name: test
-    num_bytes: 1465228
-    num_examples: 500
-  download_size: 15276721
-  dataset_size: 32631680
-- config_name: state_update_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 12818851
-    num_examples: 10000
-  - name: validation
-    num_bytes: 622506
-    num_examples: 500
-  - name: test
-    num_bytes: 640339
-    num_examples: 500
-  download_size: 7026141
-  dataset_size: 14081696
-- config_name: typed_mention_extraction
-  features:
-  - name: id
-    dtype: string
-  - name: source
-    dtype: string
-  - name: split
-    dtype: string
-  - name: state
-    dtype: string
-  - name: fields
-    list:
-    - name: name
-      dtype: string
-    - name: type
-      dtype: string
-    - name: instruction
-      dtype: string
-  - name: answers
-    list:
-    - name: 'null'
-      dtype: bool
-    - name: values
-      list:
-      - name: text
-        dtype: string
-      - name: start
-        dtype: int32
-      - name: end
-        dtype: int32
-  - name: metadata
-    dtype: string
-  - name: level
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 10860980
-    num_examples: 10000
-  - name: validation
-    num_bytes: 549483
-    num_examples: 500
-  - name: test
-    num_bytes: 553416
-    num_examples: 500
-  download_size: 7535368
-  dataset_size: 11963879
+    path: lookalike_field_extraction/test-*.parquet
 ---
 
 # procedural-extraction
@@ -620,7 +113,7 @@ so spans are exact and labels noise-free (each generator samples a latent struct
 a merged configuration tree or a DOM, and a solver computes the answer; independent readers of the rendered
 texts recompute every answer in reasoning-core's tests); nulls are earned (the text mentions a negated, proposed, former or
 other entity's value, not nothing). The tasks are generated by
-[reasoning-core](https://github.com/sileod/reasoning-core) (commit `8676e4e`, see
+[reasoning-core](https://github.com/sileod/reasoning-core) (commit `7f68689`, see
 [provenance.json](provenance.json)) and are a procedural component of the `extraction` config of
 [tasksource-jev-typed-decisions](https://huggingface.co/datasets/tasksource/tasksource-jev-typed-decisions).
 
@@ -631,11 +124,12 @@ other entity's value, not nothing). The tasks are generated by
 | `conditional_list_extraction` | Every order id or product meeting conjunctive, negated or numeric conditions after later updates, or the heaviest such order; prose, bullets or a table |
 | `log_query_extraction` | Every request id or user of log lines matching filters on level, exact service (auth vs auth-proxy), status, latency and user, or the latest/slowest match; plain, logfmt or JSON lines |
 | `typed_mention_extraction` | Named-entity style: every mention of each requested type, where one name (Jordan) is a person, place, organization or product by context; companies by a defined current role among former and unrelated relations; codes by a stated format among near-miss strings |
-| `business_document_extraction` | The value in force on a date in an invoice, purchase order, contract or insurance policy: numbered amendments override printed values and each other, dated windows, schedule references that chain, near-miss keys (subtotal vs total) |
+| `business_document_extraction` | The value in force on a date in an invoice, purchase order, contract or insurance policy: numbered amendments override printed values and each other, dated windows, schedule references that chain, asked keys left out while their near-miss key is stated (subtotal vs total) |
 | `nested_structure_extraction` | Path, any-depth and predicate-filter queries on a JSON, YAML or XML configuration whose override layers deep-merge or replace whole blocks |
 | `html_extraction` | Fields of the main item in raw HTML: scope (nested and related item cards), visibility (hidden, template, struck prices), dt/dd, label-for, attributes and spec tables with rowspan/colspan |
 | `date_range_extraction` | Every invoice, shipment, contract or ticket whose date of one role (issued vs due) falls in a range, before/after a date, in a month or on a weekday, or the earliest/latest; dates ISO, worded, day/month or month/day numeric under a stated section convention, year-less under a stated year, or relative to another record |
 | `spec_match_extraction` | Every laptop, e-bike or monitor meeting conjunctive spec requirements, or the best such one; specs and thresholds in mixed exact units (g/kg, GB/TB, min/h, Wh/kWh, in/cm) and a stated number convention (1.234,5), near-miss products failing one requirement, unstated specs not qualifying |
+| `lookalike_field_extraction` | Fields asked by role (issue vs delivery date, subtotal vs tax, sender vs approver, order vs tracking number, billing vs return address, phones, weights, durations) from a form, sections, table, prose, email, log or YAML-like record; an asked role that is not stated is null although same-typed values of other roles are, or shows a placeholder (pending, N/A) |
 
 Levels 0 to 4 are drawn uniformly; `level` is a column. Mean per-field score by level (0 / 1 / 2 / 3 / 4):
 
@@ -646,11 +140,12 @@ Levels 0 to 4 are drawn uniformly; `level` is a column. Mean per-field score by
 | `conditional_list_extraction` | 10,000 | 500 | 500 | 0.88 / 0.79 / 0.70 / 0.64 / 0.52 | 0.29 / 0.17 / 0.12 / 0.05 / 0.10 |
 | `log_query_extraction` | 10,000 | 500 | 500 | 0.86 / 0.76 / 0.68 / 0.63 / 0.59 | 0.31 / 0.16 / 0.09 / 0.24 / 0.15 |
 | `typed_mention_extraction` | 10,000 | 500 | 500 | 0.85 / 0.80 / 0.79 / 0.69 / 0.66 | 0.40 / 0.42 / 0.49 / 0.34 / 0.39 |
-| `business_document_extraction` | 10,000 | 500 | 500 | 0.90 / 0.91 / 0.90 / 0.84 / 0.80 | 0.82 / 0.53 / 0.56 / 0.44 / 0.43 |
+| `business_document_extraction` | 10,000 | 500 | 500 | 0.70 / 0.77 / 0.76 / 0.81 / 0.75 | 0.53 / 0.49 / 0.45 / 0.40 / 0.30 |
 | `nested_structure_extraction` | 10,000 | 500 | 500 | 0.93 / 0.88 / 0.94 / 0.86 / 0.86 | 0.18 / 0.20 / 0.20 / 0.20 / 0.18 |
 | `html_extraction` | 10,000 | 500 | 500 | 0.98 / 0.96 / 0.94 / 0.98 / 0.90 | 0.35 / 0.31 / 0.30 / 0.27 / 0.39 |
 | `date_range_extraction` | 10,000 | 500 | 500 | 0.75 / 0.62 / 0.60 / 0.44 / 0.44 | 0.16 / 0.03 / 0.03 / 0.00 / 0.02 |
 | `spec_match_extraction` | 10,000 | 500 | 500 | 0.81 / 0.53 / 0.27 / 0.25 / 0.17 | 0.11 / 0.08 / 0.04 / 0.03 / 0.04 |
+| `lookalike_field_extraction` | 10,000 | 500 | 500 | 0.95 / 0.92 / 0.93 / 0.91 / 0.86 | 0.25 / 0.28 / 0.23 / 0.25 / 0.23 |
 
 ## Schema