Datasets:

kumarabd1996
/

agent-task-classifier-dataset

Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type
struct<react: string, acquire: string, arrange: string, execute: string, make: string, diagnose: string, research: string, learn: string, tend: string, companion: string, conversation: string>
to
{'stabilize': Value('string'), 'transact': Value('string'), 'plan': Value('string'), 'produce': Value('string'), 'diagnose': Value('string'), 'research': Value('string'), 'learn': Value('string'), 'companion': Value('string'), 'conversation': Value('string')}
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, 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 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2068, in cast_array_to_feature
                  _c(array.field(name) if name in array_fields else null_array, subfeature)
                  ~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2068, in cast_array_to_feature
                  _c(array.field(name) if name in array_fields else null_array, subfeature)
                  ~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2158, in cast_array_to_feature
                  raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
              TypeError: Couldn't cast array of type
              struct<react: string, acquire: string, arrange: string, execute: string, make: string, diagnose: string, research: string, learn: string, tend: string, companion: string, conversation: string>
              to
              {'stabilize': Value('string'), 'transact': Value('string'), 'plan': Value('string'), 'produce': Value('string'), 'diagnose': Value('string'), 'research': Value('string'), 'learn': Value('string'), 'companion': Value('string'), 'conversation': Value('string')}
              
              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 1694, 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 1879, 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

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

state string	questions dict	expected dict	src string	id string
Earlier request: start teaching me Portuguese New request: continue	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "learn" }	synth-cont	syn-learn-1268
let's play space invaders together	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-141
something's off with my keyboard, it flapping on and off	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "diagnose" }	synth	syn-diagnose-229
What are the main differences between Apple and Android phones as a normal user?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-595
good night	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-240
Earlier request: start the car registration process New request: do it	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth-cont	syn-execute-646
book an uber to pick me up now	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-arr-298
move my book the dentist reminder to tomorrow at 9	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-489
submit the warranty claim for the door lock	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth	syn-execute-481
remind me to water the plants on 7:30 every morning	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-642
coach and fare	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-arr-57
I want to lose 10 pounds by June	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-116
Earlier request: renew my car registration New request: yes, go ahead	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth-cont	syn-execute-654
Earlier request: produce the README for my side project from my notes New request: version 2 please	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "produce" }	synth-cont	syn-make-903
Really would like to find a place that serves Indian food in the North	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL4549.json
remind me to send the invoice on Friday evening	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-744
Hello, I'd like to get some info about a restaurant in Cambridge!	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL0165.json
show my reading goal on a tracker	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-123
how would you tackle the following problem brush your teeth	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-492
Earlier request: buy a winter jacket — mid-range is fine New request: yes go ahead	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth-cont	syn-acquire-2229
the hotel just called and cancelled our booking for tonight. help.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "stabilize" }	synth	syn-react-1703
can i get an uber home from the fox downtown as soon as possible	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-arr-325
log 12 kg for savings	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-722
What is the difference between data science and data engineering? Compare them in terms of field of study and career prospects.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "research" }	oasst	oasst-root-315
I'm trying to drink 2 litres of water a day	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-451
what should i know before deciding on heat pump vs solar for our house?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "research" }	synth	syn-research-947
oliver will send me an email on thursday and please set up a calendar appointment for our meeting based on the date he will provide on that email	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-12
go through my last 12 months and work out a realistic savings rate	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "research" }	lf	lf-research-1008
log 5,000 kg for screen time	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-750
I need a place to eat in the south that's expensive.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	MUL2377.json
buy a dining gift card for $400	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	lf	lf-transact-1098
can i check my lists	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-123
research index funds vs robo-advisors	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "research" }	synth	syn-research-933
Please write visual basic.net code that will rename all image files in a user specified directory supplied by a textbox using the format of "image-" followed by sequential numbers, keep the file extension the same, include a submit button that fires the code.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "produce" }	oasst	oasst-root-345
Want to get started in the world of Linux. Would it be advisable to install Arch Linux?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-199
order me a bowl from chipotle take-out	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-acq-102
What effect does turning on the Yamanka factors have in human cells?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-803
I locked myself out and the stove is on. help.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "stabilize" }	synth	syn-react-1722
look into how my entertainment spending has trended and what the best budget would be	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "research" }	lf	lf-research-1004
my goal is to write every morning	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-201
create a one-page summary of my spending this month	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "produce" }	lf	lf-produce-1196
I want to start to walk 30 minutes after lunch	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-238
do i have any recent emails from my contact favorites	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-273
my takeout spending doesn't add up so far this year, why?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "diagnose" }	lf	lf-diagnose-941
lower my gym budget to $150	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-263
i want to order some food	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-acq-32
Hi, I am looking forward to trying some of your local restaurants. I do need help with some other places to go in town while I am there though.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL2456.json
why is the thermostat overheating again?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "diagnose" }	synth	syn-diagnose-86
log 5,000 km for spending	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-805
limit my travel spend to $100 a month	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-487
Earlier request: I'm trying to cut my screen time to 2 hours a day New request: both together	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf-cont	lf-plan-1322
drop the meal prep on Sundays routine	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-84
Earlier request: List the top 20 most important unsolved problems in mathematics. New request: Tell me more about "The Riemann Hypothesis".	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst-cont	oasst-cont-358
Earlier request: I need to book a train for 18:45 that leaves Cambridge. New request: I will be traveling on Friday.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz-cont	MUL1609.json:4
write up a README for my side project	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "produce" }	synth	syn-make-735
change my goal target to 78.5 kg	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-378
what does triumph mean	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-206
Earlier request: That did it, thanks! New request: User has not sent a message...	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst-cont	oasst-cont-18
Traditional GAN:s have problems when the data is in discrete format since there are no derivata between true and false values. So how can GAN:s be able to generate text? Some sources claim that the text should be preprocessed in a transformer model, but are the values not still discrete?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-806
book a cab which have cheapest price	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-arr-238
i've been feeling uneasy about how the year is going	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "companion" }	synth	syn-companion-1537
track my reading against my goal	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-134
Hey. I'm looking for a train from stansted airport.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL1893.json
I want to cut my screen time to 2 hours a day	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-43
is $1,000 a reasonable shopping budget?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-777
whz does mz kezboard tzpe z instead of y and vice versa	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "diagnose" }	oasst	oasst-root-1169
what did I spend on rideshare last week	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-658
give me a practice routine for French	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "learn" }	synth	syn-learn-1126
did i already renewed the domain?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	synth	syn-conversation-2238
order more AA batteries	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth	syn-acquire-2122
i need a train ticket	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-arr-66
I need a guesthouse to stay while I'm in town. I don't care if it has free parking or not. Do you have something I could get?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL4100.json
my subscription spend doesn't make sense this month — why?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "diagnose" }	synth	syn-diagnose-235
review my investments this month	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	synth	syn-tend-1422
Earlier request: I need a restaurant that serves Irish food and is in centre of Cambridge New request: just me for one night please	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz-cont	MUL1363.json:14
Earlier request: should I set a budget for shopping? New request: thanks	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf-cont	lf-conversation-1372
how about some pizza tonight can you please order a pepperoni large	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-acq-93
Sure, I want some help finding a restaurant in Cambridge, please.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL2096.json
stay under $1,500 on clothing each month	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-316
I'm hoping you can help me find an expensive hotel on the North end	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL4644.json
sort out housewarming for Sunday	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth	syn-arrange-1906
start teaching me rock climbing	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "learn" }	synth	syn-learn-1181
place order for a chicken manchow soup from wangs kitchen restaurant	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	massive	m-acq-66
Earlier request: Can you explain me what part of high school mathematics I should master before diving into differential calculus? New request: I meant the question you need to answer, please.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst-cont	oasst-cont-264
I'm coming to town and looking for a good Japanese restaurant to try near the Town centre. Do you have any suggestions?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL0354.json
I'm looking for a moderately priced Turkish restaurant.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	PMUL4992.json
Create a list of German inspired, but edgy names for a mountain lion in a d&d fantasy setting.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-689
help me save $200 a month	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-2
keep my entertainment spending under $1,500 a month	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "plan" }	lf	lf-plan-387
I'm looking to take a train on Friday from Stevenage.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	multiwoz	MUL0415.json
What is the best way to develop a tool, such a small farm implement, that a bird such as a crow could use effectively? Describe the process of building such a tool.	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-192
i need to renew my health insurance before it expires	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth	syn-execute-577
keep an eye on my workouts	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	synth	syn-tend-1346
renew my driver's license	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	synth	syn-execute-466
buy a fuel gift card for $75	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "transact" }	lf	lf-transact-1133
What are the challenges and opportunities of using international arbitration to settle cross-border intellectual property law disputes, and what can be done to make the arbitration process in this area more efficient and effective?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-96
Should I be worried if I have dry cough for 3 days?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	oasst	oasst-root-54
remind me that i have a meeting at three p. m. tomorrow	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	massive	m-conv-491
Earlier request: quick — the washing machine is spilling water on the floor New request: it's getting worse	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "stabilize" }	synth-cont	syn-react-1758
how much did I spend on takeout this week?	{ "loop": { "type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": { "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly sto...	{ "loop": "conversation" }	lf	lf-conversation-611

End of preview.

agent-task-classifier-dataset

5,154 labeled English training examples (plus 54 held-out) for classifiers that map a user request (to a personal-assistant agent) to the agent-loop shape it demands — the skeleton of the high-level process a task of that kind must follow — rather than its topic.

Companion model: kumarabd1996/agent-task-classifier (a fine-tuned laya checkpoint; 47/54 on the held-out set here, vs 13/54 for the untuned base).

v2 relabels the v1 corpus onto a nine-label set and adds ~1,500 personal-records and finance scenarios (goals, routines, budgets, trackers and the lookups around them). The v1 files are in this repo's git history.

The nine labels

label	the loop it demands
`conversation`	questions, quick asks, lookups, a reported measurement, a single reminder, chatter — the default, safe fallback
`companion`	inner-life support with no outcome in the world (reflection, therapy)
`learn`	build the user's own ability over sessions (practice, tutoring)
`diagnose`	find the cause of a specific malfunction or anomaly, including in the user's own data
`research`	assemble understanding from investigation (multi-source, comparison, synthesis)
`produce`	make an artifact judged against a standard (document, spreadsheet, script, letter)
`transact`	a commitment or possession in the world: book, buy, pay, transfer, or complete a procedure
`stabilize`	urgent or deteriorating situation — act before full understanding
`plan`	set up or change the person's own standing structure: a goal, routine, budget/limit, or tracker

v1 → v2: make→produce; react→stabilize; arrange/acquire/execute→transact; tend→conversation; plan is new. Two requests share a label iff they demand the same loop skeleton. Topic is irrelevant.

Format

train.jsonl — one JSON object per line, laya's native training format:

{"state": "<the request text>", "questions": {"loop": {"type": "choice", "instructions": "...", "criteria": {...}}}, "expected": {"loop": "<label>"}, "src": "<source>", "id": "<id>"}

Continuations carry the request being continued, in the exact format used at inference:

Earlier request: <prior request>
New request: <follow-up>

eval.jsonl — 54 held-out items: the 24 taxonomy boundary drills (relabelled) plus 30 hand-written personal-records and finance cases (eval_life_finance.json, phrased differently from any template). Never trained on.

Composition

source (`src`)	what	license
`multiwoz`, `multiwoz-cont`	MultiWOZ 2.1 booking utterances + continuations (`transact`)	permissive (research; Budzianowski et al. 2018)
`massive`	MASSIVE en-US takeaway orders, transport bookings, sampled commands	CC-BY-4.0 (Amazon Science)
`oasst`, `oasst-cont`	OASST2 English prompts + continuations, model-labeled with the taxonomy spec, spot-audited	Apache-2.0 (OpenAssistant)
`synth`, `synth-cont`, `hard`	template × slot generation across the personal-assistant domains; labels by construction; hand-written boundary cases	Apache-2.0 (this release)
`lf`, `lf-cont`, `lf-hard`	personal-records and finance scenarios incl. short follow-ups ("All", "yes"); labels by construction	Apache-2.0 (this release)

Label distribution (after per-class caps): conversation 1,300 · transact 1,200 · plan 633 · produce 600 · diagnose 551 · research 333 · learn 226 · companion 187 · stabilize 124.

Provenance and licensing

MASSIVE: Amazon Science, CC-BY-4.0 — attribution required and given.
OASST2: OpenAssistant Conversations Dataset, Apache-2.0.
MultiWOZ 2.1: Budzianowski et al., 2018; distributed for research use.
Synthetic items: generated for this release; scripts included (generate_synthetic.py, generate_life_finance.py, merge_v2.py, taxonomy_labels.py) so the construction is auditable. generate_synthetic.py still emits the v1 label names; merge_v2.py maps them to v2 (its inputs, the v1 corpus files, are in this repo's git history, not in the current tree).

Limitations

A large share is synthetic; template patterns bias the text distribution. The plan examples in particular are template-built, so implicit phrasings ("I keep meaning to exercise more…") are underrepresented.
English only; nine fixed labels; out-of-taxonomy requests resolve to conversation.
OASST2 labels are teacher-model labels (spot-audited), not fully human-verified. The MultiWOZ "find a hotel" requests are labeled transact, a judgment call.
54 held-out items is a small evaluation set.
Privacy: public datasets and synthetic text only. The maintainer's own data is excluded.

Downloads last month: 84

Total file size:

8.45 MB