pere/nb-asr-numerics-categorized
Norwegian Bokmål Numeric Expression Categorized Dataset This dataset represents Stage 2 of the Norwegian numerics-data pipeline. It contains semantic validation and categorization annotations of the Norwegian numeric expression sentences harvested in Stage 1. Source Dataset Harvested Dataset: pere/nb-asr-numerics-harvested (approx. 3.8 million rows across 6 shards). Processing Architecture Inference Model: google/gemma-4-12B-it (instruction-tuned… See the full description on the dataset page: https://huggingface.co/datasets/pere/nb-asr-numerics-categorized.
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Norwegian Bokmål Numeric Expression Categorized Dataset
This dataset represents Stage 2 of the Norwegian numerics-data pipeline. It contains semantic validation and categorization annotations of the Norwegian numeric expression sentences harvested in Stage 1.
Source Dataset
- Harvested Dataset: pere/nb-asr-numerics-harvested (approx. 3.8 million rows across 6 shards).
Processing Architecture
- Inference Model:
google/gemma-4-12B-it(instruction-tuned, run in BF16 precision). - Parallelization: 6 independent single-GPU worker jobs (mapped to GPUs 0–5 on H200 systems).
- Prompt Template Version:
categorize_v1 - Decoding Settings:
do_sample: falsetemperature: 0.0top_p: 1.0
Core Annotation Policy
- All numeric expressions must be assigned to categories from the closed ontology.
- Binary decision:
keepordrop. Uncertainty, malformations, or unsupported categories force adropdecision. - Overlapping ranges and unmatched digits are strictly validated and force a
dropdecision. - Factual correctness is not required, only grammatical and semantic contextual validity.
Schema Details
categories: List of unique sorted category names in the sentence.category_signature: "+"-separated sorted category names (no duplicates).entity_count: Total number of numeric entities in the sentence.has_constraints: Whether the sentence has numeric constraints.decision:keepordrop.entities: Annotated semantic entities (offsets, text, categories, harvested spans maps).constraints: Structural and semantic relationship constraints.
Categorization Prompt Template (categorize_v1)
Du skal kvalitetssikre og kategorisere én norsk bokmålsetning som inneholder tall eller numeriske uttrykk.
Formålet er å finne setninger som senere kan brukes som maler for å generere nye, gyldige setninger med andre tallverdier.
Du skal ikke vurdere om påstanden i setningen er faktisk, historisk eller vitenskapelig sann. Det er tillatt at senere utskifting av tall endrer fakta.
Eksempel:
«Grunnloven ble vedtatt i 1815.» kan beholdes. 1815 fungerer som et gyldig årstall i setningen, selv om påstanden er historisk feil.
Du skal derimot forkaste setninger med ugyldige numeriske uttrykk.
Eksempel:
«Han ble født 45. januar.» skal forkastes fordi «45. januar» ikke er en gyldig dato.
Returner bare ett gyldig JSON-objekt. Ikke bruk Markdown, kodegjerder, forklaringer eller tekst utenfor JSON-objektet.
Setningen kan bare få én av to avgjørelser:
1. "keep"
2. "drop"
Det finnes ingen kategori for «annet», «ukjent», «usikker» eller «tvetydig».
Forkast hele setningen dersom:
- setningen ikke er tydelig norsk bokmål;
- setningen er ugrammatisk eller ufullstendig;
- setningen mangler nødvendig kontekst;
- et numerisk uttrykk er ugyldig;
- funksjonen til et numerisk uttrykk er uklar;
- et numerisk uttrykk ikke kan plasseres sikkert i en tillatt kategori;
- et numerisk uttrykk i setningen ikke er oppdaget;
- grensene til et numerisk uttrykk ikke kan bestemmes nøyaktig;
- setningen ikke kan brukes som grunnlag for en gyldig tallmal;
- nødvendige forhold mellom flere tall ikke kan uttrykkes med de tillatte begrensningene.
Alle numeriske uttrykk i en beholdt setning må kategoriseres.
Et semantisk numerisk uttrykk kan bestå av flere av de forhåndsoppdagede delspennene.
Eksempel:
I «fra 1. januar 2011» kan «1.» og «2011» være oppdaget separat, men hele «1. januar 2011» skal behandles som ett uttrykk i kategorien "date".
Tillatte kategorier:
- cardinal
- large_cardinal
- ordinal
- quantity
- age
- year
- date
- time
- duration
- money
- price
- percentage
- decimal
- fraction
- range
- temperature
- distance
- weight
- volume
- speed
- area
- measurement
- score
- result
- ranking
- phone_number
- emergency_number
- postal_code
- address
- house_number
- road_number
- room_number
- floor_number
- car_registration
- flight_number
- train_number
- bus_route
- personal_identifier
- organisation_number
- bank_account_number
- invoice_number
- customer_number
- order_number
- case_number
- reference_number
- serial_number
- tracking_number
- product_model
- version_number
- software_version
- code
- pin
- legal_section
- chapter_number
- page_number
- ip_address
- coordinate
- mathematical_expression
- scientific_notation
Bruk sammenhengen i setningen, ikke bare formen på sifrene.
Eksempler:
- «i 1945» → year
- «kode 1945» → code
- «rom 1945» → room_number
- «det kostet 1945 kroner» → price
- «12 personer» → quantity
- «buss 12» → bus_route
- «side 12» → page_number
- «12 år gammel» → age
- «EL12345» brukt som bilskilt → car_registration
- «13:45» brukt som klokkeslett → time
- «3–2» som resultat i en fotballkamp → score
- «3–5 dager» → range eller et samlet varighetsuttrykk, avhengig av setningen
Tillatte begrensningstyper mellom uttrykk:
- less_than
- less_than_or_equal
- greater_than
- greater_than_or_equal
- chronological_order
- same_date
- same_year
- same_unit
- same_currency
- same_value
- different_value
- range_order
- duration_component
- score_pair
- arithmetic_relation
- weekday_date_consistency
- age_year_consistency
Legg bare til begrensninger som må bevares for at senere utskifting av tall skal gi en gyldig setning.
Ved "keep" skal JSON følge denne formen:
{
"decision": "keep",
"entities": [
{
"entity_id": "n1",
"text": "<nøyaktig tekstutdrag fra setningen>",
"start": <startposisjon, nullbasert>,
"end": <sluttposisjon, eksklusiv>,
"category": "<tillatt kategori>",
"atomic_span_indices": [<indekser til relevante forhåndsoppdagede spenn>]
}
],
"constraints": [
{
"type": "<tillatt begrensningstype>",
"entity_ids": ["n1", "n2"]
}
]
}
Ved "drop" skal JSON følge denne formen:
{
"decision": "drop",
"drop_reason": "<tillatt forkastelsesgrunn>"
}
Tillatte forkastelsesgrunner:
- not_bokmaal
- ungrammatical_sentence
- incomplete_sentence
- missing_context
- invalid_numeric_expression
- unclear_numeric_function
- unclassified_numeric_expression
- missed_numeric_expression
- invalid_entity_boundary
- unsupported_relationship
- not_template_suitable
- malformed_text
Setning:
{{TEXT}}
Forhåndsoppdagede numeriske spenn:
{{NUMERIC_SPANS_JSON}}
Aggregate Run Statistics
{
"total_source_rows": 3814821,
"kept_rows": 1769510,
"dropped_rows": 2045311,
"keep_rate": 0.463851,
"first_pass_json_failures": 841335,
"retry_count": 841335,
"retry_success_rate": 0.753691,
"model_output_failures": 207228,
"multi_category_sentence_count": 131586,
"compound_entity_count": 63675,
"category_counts": {
"quantity": 100001,
"date": 100000,
"percentage": 100000,
"year": 100000,
"duration": 94904,
"measurement": 77615,
"age": 74329,
"price": 73724,
"cardinal": 59851,
"range": 57257,
"product_model": 53419,
"legal_section": 46814,
"distance": 43884,
"time": 42677,
"ordinal": 38075,
"chapter_number": 34746,
"code": 30458,
"money": 22446,
"weight": 18800,
"score": 18800,
"road_number": 18204,
"version_number": 18121,
"house_number": 14761,
"ranking": 14130,
"temperature": 13073,
"decimal": 12021,
"area": 10394,
"page_number": 9748,
"large_cardinal": 9525,
"volume": 8808,
"organisation_number": 6454,
"phone_number": 4676,
"reference_number": 3886,
"postal_code": 3384,
"case_number": 3089,
"speed": 2888,
"room_number": 2792,
"floor_number": 2627,
"result": 1791,
"bus_route": 1738,
"emergency_number": 1510,
"flight_number": 1043,
"train_number": 877,
"coordinate": 747,
"serial_number": 529,
"fraction": 429,
"car_registration": 424,
"mathematical_expression": 406,
"order_number": 377,
"bank_account_number": 322,
"software_version": 211,
"customer_number": 200,
"address": 161,
"ip_address": 121,
"personal_identifier": 62,
"invoice_number": 26,
"pin": 26,
"scientific_notation": 6,
"tracking_number": 3
},
"category_signatures": {
"": 757268,
"date": 76958,
"duration": 71524,
"year": 67079,
"percentage": 64036,
"quantity": 58382,
"age": 55528,
"price": 49459,
"measurement": 45719,
"range": 41995,
"cardinal": 33854,
"product_model": 33842,
"legal_section": 33450,
"distance": 28864,
"time": 27754,
"chapter_number": 20148,
"code": 18444,
"ordinal": 18133,
"money": 17612,
"road_number": 11544,
"version_number": 11206,
"weight": 10964,
"score": 9337,
"house_number": 8108,
"temperature": 8035,
"area": 7166,
"decimal": 6771,
"ranking": 6231,
"volume": 5019,
"large_cardinal": 4905,
"quantity+year": 4827,
"page_number": 4747,
"organisation_number": 4142,
"phone_number": 3942,
"percentage+year": 2497,
"date+time": 2418,
"reference_number": 2353,
"chapter_number+legal_section": 2065,
"duration+temperature": 2000,
"case_number": 1904,
"measurement+product_model": 1836,
"speed": 1664,
"percentage+quantity": 1595,
"date+quantity": 1511,
"room_number": 1466,
"duration+quantity": 1432,
"house_number+postal_code": 1404,
"price+year": 1344,
"percentage+price": 1309,
"chapter_number+page_number": 1275,
"age+percentage": 1268,
"distance+measurement": 1247,
"emergency_number": 1202,
"cardinal+percentage": 1170,
"date+ordinal": 1155,
"price+quantity": 1124,
"age+date": 1100,
"duration+percentage": 1084,
"duration+price": 1068,
"measurement+range": 1064,
"percentage+range": 1063,
"date+legal_section": 1030,
"postal_code": 1024,
"bus_route": 1021,
"date+price": 1014,
"floor_number": 980,
"legal_section+ordinal": 980,
"cardinal+quantity": 959,
"cardinal+measurement": 948,
"ordinal+year": 940,
"age+duration": 930,
"measurement+quantity": 919,
"distance+duration": 904,
"cardinal+ordinal": 863,
"measurement+weight": 851,
"distance+road_number": 827,
"cardinal+year": 817,
"price+product_model": 813,
"cardinal+range": 812,
"cardinal+date": 789,
"cardinal+product_model": 785,
"cardinal+price": 784,
"date+year": 755,
"date+duration": 742,
"quantity+range": 730,
"result": 728,
"ranking+score": 717,
"cardinal+duration": 710,
"product_model+version_number": 699,
"ordinal+quantity": 694,
"age+quantity": 680,
"date+percentage": 678,
"range+year": 664,
"duration+range": 657,
"date+organisation_number": 630,
"product_model+quantity": 626,
"flight_number": 618,
"cardinal+chapter_number": 605,
"duration+measurement": 591,
"duration+time": 588,
"age+year": 581,
"duration+ordinal": 577,
"age+range": 575,
"ranking+year": 569,
"cardinal+decimal": 529,
"distance+quantity": 526,
"cardinal+code": 523,
"train_number": 515,
"age+cardinal": 510,
"chapter_number+date": 510,
"money+year": 488,
"large_cardinal+percentage": 482,
"large_cardinal+year": 478,
"duration+year": 470,
"measurement+price": 465,
"coordinate": 463,
"measurement+year": 457,
"cardinal+score": 450,
"date+version_number": 447,
"date+range": 447,
"ordinal+percentage": 430,
"product_model+year": 423,
"cardinal+ranking": 414,
"price+range": 405,
"age+ordinal": 401,
"volume+weight": 400,
"measurement+percentage": 399,
"age+price": 388,
"duration+score": 383,
"code+date": 382,
"money+percentage": 382,
"chapter_number+range": 377,
"duration+product_model": 376,
"distance+ranking": 373,
"chapter_number+percentage": 372,
"date+product_model": 371,
"cardinal+large_cardinal": 369,
"chapter_number+year": 361,
"ordinal+time": 360,
"road_number+time": 357,
"code+product_model": 356,
"distance+year": 355,
"distance+time": 348,
"code+ordinal": 346,
"distance+range": 340,
"date+house_number": 339,
"chapter_number+code": 332,
"cardinal+distance": 328,
"decimal+measurement": 325,
"distance+weight": 324,
"ordinal+range": 319,
"area+quantity": 319,
"quantity+ranking": 314,
"measurement+volume": 313,
"ordinal+score": 308,
"date+measurement": 307,
"code+measurement": 303,
"date+road_number": 302,
"quantity+weight": 301,
"date+page_number": 299,
"serial_number": 297,
"age+time": 296,
"case_number+date": 290,
"date+distance": 289,
"ordinal+price": 287,
"measurement+ordinal": 283,
"quantity+score": 278,
"code+year": 275,
"decimal+percentage": 275,
"money+quantity": 273,
"mathematical_expression": 270,
"chapter_number+ordinal": 268,
"ordinal+product_model": 266,
"chapter_number+quantity": 264,
"date+reference_number": 263,
"legal_section+page_number": 261,
"price+weight": 261,
"cardinal+page_number": 259,
"product_model+weight": 259,
"house_number+time": 256,
"range+score": 255,
"car_registration": 254,
"distance+ordinal": 249,
"age+measurement": 249,
"area+distance": 248,
"duration+legal_section": 241,
"date+ranking": 240,
"area+measurement": 240,
"distance+product_model": 239,
"range+weight": 238,
"duration+weight": 236,
"price+volume": 236,
"cardinal+time": 233,
"cardinal+version_number": 232,
"code+quantity": 228,
"chapter_number+price": 226,
"duration+ranking": 224,
"distance+result": 219,
"bank_account_number": 219,
"product_model+volume": 218,
"code+percentage": 218,
"house_number+year": 213,
"percentage+weight": 209,
"quantity+volume": 205,
"ordinal+ranking": 204,
"measurement+version_number": 203,
"large_cardinal+price": 201,
"code+duration": 201,
"code+version_number": 200,
"code+price": 200,
"chapter_number+duration": 198,
"percentage+score": 198,
"quantity+time": 198,
"percentage+product_model": 197,
"road_number+year": 197,
"range+temperature": 193,
"large_cardinal+quantity": 191,
"age+legal_section": 191,
"duration+volume": 190,
"duration+money": 187,
"legal_section+price": 187,
"order_number": 185,
"measurement+road_number": 183,
"cardinal+legal_section": 181,
"legal_section+year": 180,
"price+time": 179,
"distance+house_number": 178,
"temperature+time": 168,
"page_number+reference_number": 167,
"age+code": 162,
"age+chapter_number": 160,
"measurement+temperature": 158,
"date+large_cardinal": 158,
"ordinal+version_number": 157,
"percentage+quantity+year": 157,
"floor_number+house_number": 157,
"distance+price": 157,
"decimal+range": 155,
"date+money": 152,
"code+legal_section": 151,
"distance+percentage": 150,
"chapter_number+reference_number": 150,
"code+distance": 150,
"measurement+time": 150,
"money+price": 149,
"code+time": 149,
"date+score": 148,
"area+price": 146,
"chapter_number+product_model": 145,
"version_number+year": 145,
"house_number+measurement": 144,
"decimal+price": 144,
"chapter_number+measurement": 143,
"weight+year": 143,
"house_number+quantity": 142,
"cardinal+money": 142,
"decimal+year": 137,
"measurement+speed": 136,
"duration+road_number": 135,
"decimal+quantity": 134,
"age+ranking": 134,
"code+ranking": 134,
"large_cardinal+range": 133,
"cardinal+weight": 131,
"code+range": 130,
"house_number+price": 130,
"chapter_number+version_number": 129,
"age+distance": 128,
"ordinal+page_number": 126,
"cardinal+road_number": 124,
"decimal+product_model": 122,
"measurement+ranking": 121,
"quantity+version_number": 121,
"customer_number": 119,
"area+cardinal": 119,
"house_number+road_number": 118,
"product_model+ranking": 118,
"quantity+road_number": 117,
"fraction": 117,
"duration+large_cardinal": 116,
"area+percentage": 115,
"range+time": 115,
"page_number+year": 115,
"cardinal+volume": 113,
"distance+volume": 112,
"age+product_model": 112,
"product_model+score": 112,
"score+time": 111,
"large_cardinal+ordinal": 110,
"legal_section+percentage": 108,
"ordinal+road_number": 108,
"ranking+time": 108,
"distance+score": 107,
"organisation_number+time": 107,
"money+ordinal": 106,
"score+year": 106,
"percentage+version_number": 106,
"software_version": 105,
"age+large_cardinal": 104,
"price+score": 102,
"legal_section+reference_number": 100,
"area+year": 100,
"duration+house_number": 99,
"date+weight": 97,
"decimal+distance": 94,
"house_number+range": 94,
"product_model+range": 93,
"floor_number+quantity": 93,
"date+decimal": 92,
"address": 92,
"house_number+ordinal": 91,
"distance+speed": 88,
"money+range": 88,
"organisation_number+price": 88,
"product_model+speed": 87,
"range+volume": 87,
"distance+temperature": 87,
"area+floor_number": 87,
"chapter_number+money": 86,
"age+weight": 86,
"area+house_number": 86,
"price+version_number": 86,
"legal_section+quantity": 85,
"page_number+range": 85,
"organisation_number+year": 84,
"case_number+chapter_number": 84,
"house_number+phone_number+postal_code": 84,
"emergency_number+time": 84,
"decimal+ordinal": 82,
"age+score": 82,
"price+quantity+year": 81,
"duration+version_number": 81,
"decimal+duration": 79,
"code+road_number": 79,
"code+house_number": 78,
"percentage+temperature": 78,
"ordinal+weight": 78,
"page_number+product_model": 78,
"price+ranking": 78,
"room_number+time": 77,
"chapter_number+decimal": 77,
"age+measurement+weight": 77,
"age+money": 76,
"cardinal+house_number": 75,
"duration+speed": 74,
"ip_address": 74,
"legal_section+organisation_number": 73,
"product_model+time": 73,
"code+page_number": 73,
"percentage+ranking": 72,
"bus_route+time": 72,
"ranking+result": 72,
"phone_number+time": 72,
"percentage+time": 71,
"page_number+version_number": 69,
"measurement+score": 69,
"legal_section+money": 68,
"cardinal+organisation_number": 68,
"page_number+quantity": 67,
"floor_number+measurement": 66,
"range+ranking": 65,
"ordinal+organisation_number": 65,
"legal_section+range": 65,
"age+house_number": 65,
"organisation_number+quantity": 64,
"date+room_number": 64,
"code+score": 62,
"area+range": 61,
"decimal+large_cardinal": 60,
"range+road_number": 58,
"age+decimal": 58,
"date+postal_code": 57,
"duration+organisation_number": 57,
"code+decimal": 56,
"code+weight": 56,
"legal_section+version_number": 56,
"code+money": 56,
"house_number+phone_number": 56,
"quantity+room_number": 56,
"area+duration": 55,
"percentage+volume": 55,
"cardinal+fraction": 55,
"cardinal+reference_number": 54,
"case_number+legal_section": 54,
"date+temperature": 54,
"house_number+product_model": 54,
"duration+result": 54,
"organisation_number+percentage": 53,
"age+organisation_number": 53,
"chapter_number+road_number": 53,
"flight_number+time": 53,
"large_cardinal+measurement": 52,
"area+date": 51,
"price+road_number": 50,
"chapter_number+organisation_number": 50,
"bus_route+date": 50,
"chapter_number+house_number": 49,
"area+weight": 48,
"product_model+temperature": 48,
"bank_account_number+price": 48,
"personal_identifier": 47,
"road_number+speed": 47,
"reference_number+year": 47,
"organisation_number+product_model": 47,
"cardinal+quantity+year": 46,
"chapter_number+distance": 46,
"date+train_number": 46,
"decimal+weight": 46,
"decimal+score": 45,
"date+flight_number": 45,
"product_model+road_number": 45,
"distance+version_number": 45,
"phone_number+price": 45,
"chapter_number+score": 44,
"area+ordinal": 44,
"area+product_model": 44,
"ranking+weight": 44,
"floor_number+room_number": 42,
"large_cardinal+money": 41,
"page_number+road_number": 41,
"age+road_number": 41,
"floor_number+time": 41,
"age+version_number": 41,
"large_cardinal+ranking": 41,
"money+quantity+year": 41,
"road_number+score": 41,
"code+large_cardinal": 40,
"percentage+road_number": 40,
"house_number+percentage": 40,
"time+train_number": 40,
"measurement+ranking+year": 39,
"chapter_number+large_cardinal": 39,
"age+quantity+year": 39,
"measurement+price+product_model": 39,
"page_number+price": 38,
"age+fraction": 38,
"duration+quantity+year": 37,
"legal_section+product_model": 37,
"measurement+product_model+weight": 37,
"decimal+money": 37,
"house_number+score": 37,
"code+temperature": 37,
"page_number+volume": 36,
"house_number+organisation_number+postal_code": 36,
"percentage+price+quantity": 36,
"range+version_number": 35,
"case_number+page_number": 35,
"cardinal+room_number": 35,
"chapter_number+ranking": 35,
"ranking+road_number": 35,
"duration+page_number": 34,
"distance+large_cardinal": 34,
"speed+weight": 34,
"measurement+room_number": 34,
"decimal+ranking": 34,
"distance+ranking+result": 34,
"large_cardinal+product_model": 34,
"large_cardinal+percentage+year": 34,
"measurement+product_model+quantity": 34,
"speed+version_number": 34,
"quantity+range+year": 33,
"large_cardinal+quantity+year": 33,
"date+house_number+postal_code": 33,
"ordinal+reference_number": 33,
"quantity+temperature": 33,
"measurement+page_number": 33,
"legal_section+measurement": 33,
"cardinal+measurement+product_model": 33,
"distance+ranking+year": 33,
"measurement+result": 33,
"road_number+version_number": 33,
"product_model+serial_number": 33,
"score+volume": 33,
"percentage+price+year": 32,
"cardinal+case_number": 32,
"range+reference_number": 32,
"software_version+version_number": 32,
"ordinal+room_number": 32,
"ordinal+volume": 32,
"measurement+quantity+year": 31,
"mathematical_expression+measurement": 31,
"date+floor_number": 31,
"emergency_number+phone_number": 31,
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}
}