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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
en: string
verb: string
de: string
out: string
note: string
construction: string
topic: string
moved: bool
to
{'en': Value('string'), 'verb': Value('string'), 'de': Value('string'), 'out': Value('string'), 'note': Value('string'), 'construction': Value('string'), 'moved': Value('bool')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              en: string
              verb: string
              de: string
              out: string
              note: string
              construction: string
              topic: string
              moved: bool
              to
              {'en': Value('string'), 'verb': Value('string'), 'de': Value('string'), 'out': Value('string'), 'note': Value('string'), 'construction': Value('string'), 'moved': Value('bool')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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en
string
verb
string
de
string
out
string
note
string
construction
string
moved
bool
We travel to northern Spain every summer.
travel
reisen
We reisen to northern Spain every summer.
V2: finite verb keeps second position, same as English.
simple_present
false
My brother books cheap flights months in advance.
books
bucht
My brother bucht cheap flights months in advance.
V2: subject first, finite verb second, no movement.
simple_present
false
The hotel offers free breakfast until ten.
offers
bietet
The hotel bietet free breakfast until ten.
Main clause, verb already in slot two.
simple_present
false
I pack my suitcase the night before departure.
pack
packe
I packe my suitcase the night before departure.
V2 with pronoun subject; position unchanged.
simple_present
false
She speaks Italian with the taxi driver.
speaks
spricht
She spricht Italian with the taxi driver.
Finite verb stays second; only the form changes.
simple_present
false
Tourists photograph the cathedral from the old bridge.
photograph
fotografieren
Tourists fotografieren the cathedral from the old bridge.
Plural subject, verb still in second position.
simple_present
false
The ferry costs twenty euros per person.
costs
kostet
The ferry kostet twenty euros per person.
V2: no reordering in a simple statement.
simple_present
false
He drives along the coast for three hours.
drives
fährt
He fährt along the coast for three hours.
Verb second, adverbials follow as in English.
simple_present
false
Our flight lands in Munich just after midnight.
lands
landet
Our flight landet in Munich just after midnight.
Two-word subject counts as one element; verb second.
simple_present
false
They rent a small car at the airport.
rent
mieten
They mieten a small car at the airport.
V2 holds for plural subjects too.
simple_present
false
The guide explains the history of the old town.
explains
erklärt
The guide erklärt the history of the old town.
Main clause: verb never moves to the end.
simple_present
false
My parents visit Greece every second year.
visit
besuchen
My parents besuchen Greece every second year.
Verb second, object third, same as English.
simple_present
false
I forget my passport in the hotel safe.
forget
vergesse
I vergesse my passport in the hotel safe.
First-person form, unchanged position.
simple_present
false
The children swim in the sea before breakfast.
swim
schwimmen
The children schwimmen in the sea before breakfast.
V2 with an intransitive verb works identically.
simple_present
false
We eat dinner on the terrace most evenings.
eat
essen
We essen dinner on the terrace most evenings.
Verb second; time phrase stays at the end.
simple_present
false
The museum closes early on public holidays.
closes
schließt
The museum schließt early on public holidays.
Simple present statement, verb in position two.
simple_present
false
You need a visa for that country.
need
brauchst
You brauchst a visa for that country.
Second-person singular form, position unchanged.
simple_present
false
The bus stops directly outside our small apartment.
stops
hält
The bus hält directly outside our small apartment.
V2: adverb follows the finite verb.
simple_present
false
She writes postcards to her grandmother every trip.
writes
schreibt
She schreibt postcards to her grandmother every trip.
Finite verb stays second in the main clause.
simple_present
false
I always lose my sunglasses on holiday.
lose
verliere
I always verliere my sunglasses on holiday.
English puts the adverb before the verb; German verb still holds its slot here.
simple_present
false
The weather stays warm until late October.
stays
bleibt
The weather bleibt warm until late October.
Copula-like verb also obeys V2.
simple_present
false
He carries both backpacks up the steep hill.
carries
trägt
He trägt both backpacks up the steep hill.
Verb second, unchanged word order.
simple_present
false
The airline charges extra for heavy luggage.
charges
verlangt
The airline verlangt extra for heavy luggage.
Simple present main clause: no movement.
simple_present
false
My friends sleep late on the first day.
sleep
schlafen
My friends schlafen late on the first day.
Plural agreement, position identical to English.
simple_present
false
I buy souvenirs at the little harbour market.
buy
kaufe
I kaufe souvenirs at the little harbour market.
V2: finite verb keeps second position, same as English.
simple_present
false
He washes the dishes right after dinner every night.
washes
wäscht
He wäscht the dishes right after dinner every night.
V2: finite verb keeps second position, same as English.
simple_present
false
My sister cleans the bathroom on Saturday mornings.
cleans
putzt
My sister putzt the bathroom on Saturday mornings.
V2: verb follows the subject phrase, no movement needed.
simple_present
false
The children set the table before the guests come.
set
decken
The children decken the table before the guests come.
Main clause V2: verb stays in second position.
simple_present
false
I cook pasta for the whole family on Sundays.
cook
koche
I koche pasta for the whole family on Sundays.
V2: finite verb directly after the subject, same slot as English.
simple_present
false
We water the plants on the balcony twice a week.
water
gießen
We gießen the plants on the balcony twice a week.
V2: no reordering in a simple present main clause.
simple_present
false
My father repairs the broken chair in the garage.
repairs
repariert
My father repariert the broken chair in the garage.
V2: verb holds position two after the subject phrase.
simple_present
false
The dog sleeps under the kitchen table all afternoon.
sleeps
schläft
The dog schläft under the kitchen table all afternoon.
V2: intransitive verb still sits in second position.
simple_present
false
You buy fresh bread at the bakery every morning.
buy
kaufst
You kaufst fresh bread at the bakery every morning.
V2: verb position unchanged, only inflection differs.
simple_present
false
The neighbors paint their front door bright blue.
paint
streichen
The neighbors streichen their front door bright blue.
V2: finite verb stays right after the subject.
simple_present
false
My mother irons the shirts while she watches television.
irons
bügelt
My mother bügelt the shirts while she watches television.
Main clause is V2: the verb does not move to the end.
simple_present
false
Our old washing machine makes a strange noise again.
makes
macht
Our old washing machine macht a strange noise again.
V2: verb follows the full subject noun phrase.
simple_present
false
The kids feed the cat before they leave for school.
feed
füttern
The kids füttern the cat before they leave for school.
V2: main clause verb keeps second position.
simple_present
false
I open the windows to air out the bedroom.
open
öffne
I öffne the windows to air out the bedroom.
V2: verb stays in place directly after the subject.
simple_present
false
She folds the laundry in front of the television.
folds
faltet
She faltet the laundry in front of the television.
V2: no movement in a simple present statement.
simple_present
false
My brother mows the lawn every second weekend.
mows
mäht
My brother mäht the lawn every second weekend.
V2: finite verb occupies the second slot, as in English.
simple_present
false
We drink coffee on the porch every single morning.
drink
trinken
We trinken coffee on the porch every single morning.
V2: verb position identical to English word order.
simple_present
false
The heater warms the living room within ten minutes.
warms
wärmt
The heater wärmt the living room within ten minutes.
V2: verb stays second, objects and adverbials follow.
simple_present
false
My roommate forgets the trash almost every single week.
forgets
vergisst
My roommate vergisst the trash almost every single week.
V2: strong verb still holds second position.
simple_present
false
The baby throws his spoon onto the kitchen floor.
throws
wirft
The baby wirft his spoon onto the kitchen floor.
V2: finite verb keeps second position in the main clause.
simple_present
false
I sweep the hallway after the children leave for kindergarten.
sweep
kehre
I kehre the hallway after the children leave for kindergarten.
V2: main clause verb does not move to the end.
simple_present
false
My grandmother bakes a cake for every family birthday.
bakes
backt
My grandmother backt a cake for every family birthday.
V2: verb follows the subject, nothing else shifts.
simple_present
false
The cat scratches the arm of the new sofa.
scratches
kratzt
The cat kratzt the arm of the new sofa.
V2: verb stays in second position before the object.
simple_present
false
We share one small bathroom between four busy people.
share
teilen
We teilen one small bathroom between four busy people.
V2: plural verb keeps the English position.
simple_present
false
He hangs his coat on the hook by the door.
hangs
hängt
He hängt his coat on the hook by the door.
V2: finite verb remains second, prepositional phrases follow.
simple_present
false
They rent a small apartment near the city park.
rent
mieten
They mieten a small apartment near the city park.
V2: simple present main clause needs no reordering.
simple_present
false
My brother bakes sourdough bread every Sunday afternoon.
bakes
bäckt
My brother bäckt sourdough bread every Sunday afternoon.
V2: finite verb stays in second position after the subject.
simple_present
false
The chef chops onions with surprising speed.
chops
hackt
The chef hackt onions with surprising speed.
V2: subject first, finite verb second, no movement needed.
simple_present
false
We eat dinner together at seven most nights.
eat
essen
We essen dinner together at seven most nights.
V2: main clause verb holds slot two exactly as in English.
simple_present
false
She drinks black coffee with breakfast every single morning.
drinks
trinkt
She trinkt black coffee with breakfast every single morning.
V2: finite verb follows the subject; time phrases do not shift it.
simple_present
false
I cook pasta almost every evening after work.
cook
koche
I koche pasta almost every evening after work.
V2: first person singular verb stays in second position.
simple_present
false
The soup tastes better with a pinch of salt.
tastes
schmeckt
The soup schmeckt better with a pinch of salt.
V2: verb sits directly after the subject phrase.
simple_present
false
My grandmother uses cinnamon in almost every dessert.
uses
benutzt
My grandmother benutzt cinnamon in almost every dessert.
V2: multi-word subject counts as one element, verb stays second.
simple_present
false
The bread smells wonderful straight out of the oven.
smells
riecht
The bread riecht wonderful straight out of the oven.
V2: finite verb keeps second position before the predicate.
simple_present
false
He buys fresh vegetables at the market on Saturdays.
buys
kauft
He kauft fresh vegetables at the market on Saturdays.
V2: simple present main clause, no reordering.
simple_present
false
Tomatoes grow well in our small kitchen garden.
grow
wachsen
Tomatoes wachsen well in our small kitchen garden.
V2: plural subject, plural verb, position unchanged.
simple_present
false
The waiter recommends the grilled fish tonight.
recommends
empfiehlt
The waiter empfiehlt the grilled fish tonight.
V2: strong verb with stem change still stays in slot two.
simple_present
false
My sister hates the smell of boiled cabbage.
hates
hasst
My sister hasst the smell of boiled cabbage.
V2: finite verb second, object phrase follows.
simple_present
false
The children love pancakes with strawberry jam.
love
lieben
The children lieben pancakes with strawberry jam.
V2: plural subject takes the plural form in the same slot.
simple_present
false
This recipe needs four eggs and warm milk.
needs
braucht
This recipe braucht four eggs and warm milk.
V2: verb stays second even with a coordinated object.
simple_present
false
Butter melts quickly in a hot pan.
melts
schmilzt
Butter schmilzt quickly in a hot pan.
V2: vowel-changing verb keeps its second position.
simple_present
false
The restaurant opens at noon on weekdays.
opens
öffnet
The restaurant öffnet at noon on weekdays.
V2: finite verb directly after the subject.
simple_present
false
You always burn the garlic in that pan.
burn
verbrennst
You always verbrennst the garlic in that pan.
V2: German would place the adverb after the verb, but the verb slot itself is unchanged.
simple_present
false
Our neighbours grill sausages in the garden every summer.
grill
grillen
Our neighbours grillen sausages in the garden every summer.
V2: plural subject, verb remains in second position.
simple_present
false
The knife cuts through the roast without any effort.
cuts
schneidet
The knife schneidet through the roast without any effort.
V2: finite verb second, prepositional phrases follow.
simple_present
false
Dad washes the dishes after every family meal.
washes
spült
Dad spült the dishes after every family meal.
V2: simple present main clause keeps English word order.
simple_present
false
Fresh herbs improve almost any simple tomato sauce.
improve
verbessern
Fresh herbs verbessern almost any simple tomato sauce.
V2: verb stays second after the plural subject phrase.
simple_present
false
I forget the salt almost every single time.
forget
vergesse
I vergesse the salt almost every single time.
V2: first person form in the unchanged second position.
simple_present
false
She serves breakfast to guests until eleven o'clock.
serves
serviert
She serviert breakfast to guests until eleven o'clock.
V2: finite verb second, both objects follow it.
simple_present
false
He orders the same pasta dish every time.
orders
bestellt
He bestellt the same pasta dish every time.
V2: main clause verb position matches English exactly.
simple_present
false
Good olive oil costs more than fifteen euros.
costs
kostet
Good olive oil kostet more than fifteen euros.
V2: adjective-modified subject is one element, verb stays second.
simple_present
false
He swims forty lengths before work every Tuesday.
swims
schwimmt
He schwimmt forty lengths before work every Tuesday.
V2: finite verb stays in second position, same as English.
simple_present
false
My sister runs a half marathon every spring.
runs
läuft
My sister läuft a half marathon every spring.
Subject first, finite verb second — no movement needed.
simple_present
false
The coach trains the junior team on Saturday mornings.
trains
trainiert
The coach trainiert the junior team on Saturday mornings.
Main clause, simple present: verb holds slot two.
simple_present
false
We play football in the park after school.
play
spielen
We spielen football in the park after school.
V2 with plural subject; position identical to English.
simple_present
false
She lifts heavy weights three times a week.
lifts
hebt
She hebt heavy weights three times a week.
Finite verb directly after the subject, as in German V2.
simple_present
false
Our goalkeeper catches almost every shot on target.
catches
fängt
Our goalkeeper fängt almost every shot on target.
Subject phrase counts as one unit; verb stays second.
simple_present
false
The referee whistles at the end of the match.
whistles
pfeift
The referee pfeift at the end of the match.
V2: nothing moves in a simple present main clause.
simple_present
false
I ride my bike to the gym each morning.
ride
fahre
I fahre my bike to the gym each morning.
First person present, verb keeps second position.
simple_present
false
They win most of their home games easily.
win
gewinnen
They gewinnen most of their home games easily.
Plural subject, V2 slot unchanged from English.
simple_present
false
The old champion loses his title in the third round.
loses
verliert
The old champion verliert his title in the third round.
Whole subject phrase is first element; verb second.
simple_present
false
My brother boxes at a small club downtown.
boxes
boxt
My brother boxt at a small club downtown.
Simple present main clause: no verb movement.
simple_present
false
You throw the ball much further than me.
throw
wirfst
You wirfst the ball much further than me.
Second person singular form, still in position two.
simple_present
false
The team travels to Munich for the cup final.
travels
reist
The team reist to Munich for the cup final.
V2: finite verb immediately follows the subject.
simple_present
false
Anna climbs difficult routes without any rope.
climbs
klettert
Anna klettert difficult routes without any rope.
Proper name as first element, verb second.
simple_present
false
Every athlete needs at least one rest day.
needs
braucht
Every athlete braucht at least one rest day.
Quantified subject fills slot one; verb stays second.
simple_present
false
The season starts in early September this year.
starts
beginnt
The season beginnt in early September this year.
Main clause V2, same order as English.
simple_present
false
Our trainer counts the repetitions out loud.
counts
zählt
Our trainer zählt the repetitions out loud.
Finite verb keeps second position after the subject.
simple_present
false
Children learn to skate on the frozen lake.
learn
lernen
Children lernen to skate on the frozen lake.
Bare plural subject first, finite verb second.
simple_present
false
He jumps higher than anyone else on the team.
jumps
springt
He springt higher than anyone else on the team.
V2: comparison follows the verb, nothing shifts.
simple_present
false
The crowd cheers loudly after every good pass.
cheers
jubelt
The crowd jubelt loudly after every good pass.
Collective subject, verb in the usual second slot.
simple_present
false
I row on the river every Sunday morning.
row
rudere
I rudere on the river every Sunday morning.
First person present ending -e; position unchanged.
simple_present
false
She drinks water between the two halves.
drinks
trinkt
She trinkt water between the two halves.
Simple present main clause keeps the verb second.
simple_present
false
The physiotherapist helps the injured player after training.
helps
hilft
The physiotherapist hilft the injured player after training.
V2: verb stays put even with a long subject.
simple_present
false
My father walks ten kilometres every Sunday afternoon.
walks
geht
My father geht ten kilometres every Sunday afternoon.
Possessive subject first, finite verb second.
simple_present
false
The gym opens at six in the morning.
opens
öffnet
The gym öffnet at six in the morning.
Main clause V2: no reordering required.
simple_present
false
End of preview.

YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

verbweave — German verb-placement dataset

32,159 rows teaching the constrained edit "translate only the main verb to German and place it where German grammar requires":

{"en": "She has eaten the apple already.",
 "verb": "eaten",
 "de": "gegessen",
 "out": "She has the apple already gegessen.",
 "construction": "perfect"}

Coverage

  • 20 German word-order constructions (perfect, passive, modal, future, subordinate, relative, separable-prefix, questions, imperatives, negation, …) — the constructions are the curriculum; ~77% of rows move the verb.
  • 234 target verbs, median ~95 rows each, across 39 verb groups × 15 topics.

Generation & validation

Generated with Claude via a construction × topic grid walk (one open-ended "give me 5000 sentences" call collapses onto a dozen sentence shapes; the grid prevents that). Every row passed a structural validator: only the verb may change — the non-verb tokens of input and output are multiset-compared, and any row that reworded, dropped, or invented a word was rejected (~7% reject rate). Global dedupe on normalised sentence text.

Held-out splits (newval 1,421 rows / fixval 436) are leak-checked: 0.1% near-duplicate contamination, mean max-similarity 0.35 to training sentences.

Known limitations

  • LLM-generated German: the validator enforces structure, not correctness, so LLM German is the quality ceiling. A confidently wrong inflection passes.
  • Negation data teaches nicht; German sometimes wants kein — some negated rows are subtly unidiomatic.
  • Informal du imperatives throughout.
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