Add README.md

README.md

@@ -14,439 +14,70 @@ 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: html_extraction
+    path: state_update_extraction/test-*.parquet
+- config_name: conditional_list_extraction
   data_files:
   - split: train
-    path: html_extraction/train-*
+    path: conditional_list_extraction/train-*.parquet
   - split: validation
-    path: html_extraction/validation-*
+    path: conditional_list_extraction/validation-*.parquet
   - split: test
-    path: html_extraction/test-*
+    path: conditional_list_extraction/test-*.parquet
 - config_name: log_query_extraction
   data_files:
   - split: train
-    path: log_query_extraction/train-*
+    path: log_query_extraction/train-*.parquet
   - split: validation
-    path: log_query_extraction/validation-*
+    path: log_query_extraction/validation-*.parquet
   - split: test
-    path: log_query_extraction/test-*
-- config_name: nested_structure_extraction
+    path: log_query_extraction/test-*.parquet
+- config_name: typed_mention_extraction
   data_files:
   - split: train
-    path: nested_structure_extraction/train-*
+    path: typed_mention_extraction/train-*.parquet
   - split: validation
-    path: nested_structure_extraction/validation-*
+    path: typed_mention_extraction/validation-*.parquet
   - split: test
-    path: nested_structure_extraction/test-*
-- config_name: record_field_extraction
+    path: typed_mention_extraction/test-*.parquet
+- config_name: business_document_extraction
   data_files:
   - split: train
-    path: record_field_extraction/train-*
+    path: business_document_extraction/train-*.parquet
   - split: validation
-    path: record_field_extraction/validation-*
+    path: business_document_extraction/validation-*.parquet
   - split: test
-    path: record_field_extraction/test-*
-- config_name: state_update_extraction
+    path: business_document_extraction/test-*.parquet
+- config_name: nested_structure_extraction
   data_files:
   - split: train
-    path: state_update_extraction/train-*
+    path: nested_structure_extraction/train-*.parquet
   - split: validation
-    path: state_update_extraction/validation-*
+    path: nested_structure_extraction/validation-*.parquet
   - split: test
-    path: state_update_extraction/test-*
-- config_name: typed_mention_extraction
+    path: nested_structure_extraction/test-*.parquet
+- config_name: html_extraction
   data_files:
   - split: train
-    path: typed_mention_extraction/train-*
+    path: html_extraction/train-*.parquet
   - split: validation
-    path: typed_mention_extraction/validation-*
+    path: html_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: 16716149
-    num_examples: 10000
-  - name: validation
-    num_bytes: 819215
-    num_examples: 500
-  - name: test
-    num_bytes: 808519
-    num_examples: 500
-  download_size: 8404950
-  dataset_size: 18343883
-- 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: 13497786
-    num_examples: 10000
-  - name: validation
-    num_bytes: 668245
-    num_examples: 500
-  - name: test
-    num_bytes: 692871
-    num_examples: 500
-  download_size: 7774812
-  dataset_size: 14858902
-- 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: 26013280
-    num_examples: 10000
-  - name: validation
-    num_bytes: 1297215
-    num_examples: 500
-  - name: test
-    num_bytes: 1283361
-    num_examples: 500
-  download_size: 15228195
-  dataset_size: 28593856
-- 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: 19772345
-    num_examples: 10000
-  - name: validation
-    num_bytes: 972669
-    num_examples: 500
-  - name: test
-    num_bytes: 996339
-    num_examples: 500
-  download_size: 10338297
-  dataset_size: 21741353
-- 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: 24554328
-    num_examples: 10000
-  - name: validation
-    num_bytes: 1228224
-    num_examples: 500
-  - name: test
-    num_bytes: 1222085
-    num_examples: 500
-  download_size: 12847825
-  dataset_size: 27004637
-- 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: 9610418
-    num_examples: 10000
-  - name: validation
-    num_bytes: 489090
-    num_examples: 500
-  - name: test
-    num_bytes: 483960
-    num_examples: 500
-  download_size: 5419845
-  dataset_size: 10583468
-- 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: 12841056
-    num_examples: 10000
-  - name: validation
-    num_bytes: 639487
-    num_examples: 500
-  - name: test
-    num_bytes: 640348
-    num_examples: 500
-  download_size: 7045933
-  dataset_size: 14120891
-- 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: 10840274
-    num_examples: 10000
-  - name: validation
-    num_bytes: 551561
-    num_examples: 500
-  - name: test
-    num_bytes: 551290
-    num_examples: 500
-  download_size: 7526866
-  dataset_size: 11943125
+    path: html_extraction/test-*.parquet
 ---
 
 # procedural-extraction
@@ -454,9 +85,11 @@ dataset_info:
 Procedurally generated extraction requests: one text and several typed fields to fill from it in one pass, as
 extraction models (e.g. Cloudflare's Clairic) are asked. Each field is `text` (one span) or `list` (every
 matching span) and is answered with character spans of the text or null. Answers are computed by construction,
-so spans are exact and labels noise-free; nulls are earned (the text mentions a negated, proposed, former or
+so spans are exact and labels noise-free (each generator samples a latent structure, such as a fact store,
+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 `38b6189`, see
+[reasoning-core](https://github.com/sileod/reasoning-core) (commit `2350820`, 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).
 
@@ -466,15 +99,23 @@ other entity's value, not nothing). The tasks are generated by
 | `state_update_extraction` | The value in force (or before the last change) of plan slots, from a timestamped chat of statements, proposals approved/rejected/pending, corrections and undos, out of order from level 2 |
 | `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) |
+| `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 |
 
 Levels 0 to 4 are drawn uniformly; `level` is a column. Mean per-field score by level (0 / 1 / 2 / 3 / 4):
 
 | config | train | validation | test | DeepSeek-v4-flash | GLiNER-large |
 |---|---|---|---|---|---|
-| `record_field_extraction` | 10,000 | 500 | 500 | 1.00 / 0.91 / 0.84 / 0.67 / 0.58 | 0.76 / 0.64 / 0.46 / 0.41 / 0.38 |
+| `record_field_extraction` | 10,000 | 500 | 500 | 1.00 / 0.96 / 0.81 / 0.72 / 0.62 | 0.80 / 0.59 / 0.36 / 0.45 / 0.38 |
 | `state_update_extraction` | 10,000 | 500 | 500 | 0.84 / 0.76 / 0.77 / 0.68 / 0.51 | 0.58 / 0.46 / 0.37 / 0.36 / 0.29 |
 | `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 |
+| `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 |
 
 ## Schema