Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant
Paper
• 2504.18373 • Published
• 2
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type
struct<date: string, event_name: string, player_setting: string, news_topic: string, time: string, timeofday: string, media_type: string, descriptor: string, content: string, house_place: string, change_to: string, place_name: string, playlist_name: string, index: string, currency_name: string, transport_type: string, artist_name: string, weather_descriptor: string, setting: string, audiobook_name: string, radio_name: string, list_name: string, business_name: string, item_name: string, time_zone: string, time_zone2: string, from_relation: string, relation: string, music_genre: string, song_name: string, food_type: string, definition_word: string, to_person: string, from_person: string, color_type: string, time2: string, device_type: string, podcast_name: string, query: string>
to
{'event_name': Value(dtype='string', id=None), 'relation': Value(dtype='string', id=None), 'time': Value(dtype='string', id=None), 'date': Value(dtype='string', id=None), 'transport_type': Value(dtype='string', id=None), 'timeofday': Value(dtype='string', id=None), 'place_name': Value(dtype='string', id=None), 'setting': Value(dtype='string', id=None), 'media_type': Value(dtype='string', id=None), 'content': Value(dtype='string', id=None), 'business_name': Value(dtype='string', id=None), 'to_person': Value(dtype='string', id=None), 'person': Value(dtype='string', id=None), 'descriptor': Value(dtype='string', id=None), 'news_topic': Value(dtype='string', id=None), 'house_place': Value(dtype='string', id=None), 'device_type': Value(dtype='string', id=None), 'food_type': Value(dtype='string', id=None), 'general_frequency': Value(dtype='string', id=None), 'radio_name': Value(dtype='string', id=None), 'weather_descriptor': Value(dtype='string', id=None), 'business_type': Value(dtype='string', id=None), 'time2': Value(dtype='string', id=None), 'artist_name': Value(dtype='string', id=None), 'definition_word': Value(dtype='string', id=None), 'list_name': Value(dtype='string', id=None), 'app_name': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'from_person': Value(dtype='string', id=None), 'playlist_name': Value(dtype='string', id=None), 'player_setting': Value(dtype='string', id=None), 'music_genre': Value(dtype='string', id=None), 'audiobook_name': Value(dt
...
None), 'personal_info': Value(dtype='string', id=None), 'to_relation': Value(dtype='string', id=None), 'change_to': Value(dtype='string', id=None), 'price': Value(dtype='string', id=None), 'podcast_descriptor': Value(dtype='string', id=None), 'query': Value(dtype='string', id=None), 'song_name': Value(dtype='string', id=None), 'day': Value(dtype='string', id=None), 'time_zone': Value(dtype='string', id=None), 'order_type': Value(dtype='string', id=None), 'color_type': Value(dtype='string', id=None), 'index_name': Value(dtype='string', id=None), 'from_place_name': Value(dtype='string', id=None), 'player_settings': Value(dtype='string', id=None), 'change_amount': Value(dtype='string', id=None), 'author_name': Value(dtype='string', id=None), 'transport_agency': Value(dtype='string', id=None), 'amount': Value(dtype='string', id=None), 'game_name': Value(dtype='string', id=None), 'section_name': Value(dtype='string', id=None), 'to_person_name': Value(dtype='string', id=None), 'from_relation': Value(dtype='string', id=None), 'person_name': Value(dtype='string', id=None), 'item_index': Value(dtype='string', id=None), 'movie_name': Value(dtype='string', id=None), 'email_address': Value(dtype='string', id=None), "'content": Value(dtype='string', id=None), 'from_time': Value(dtype='string', id=None), 'to_time': Value(dtype='string', id=None), 'post_type': Value(dtype='string', id=None), "weather_descriptor'": Value(dtype='string', id=None), 'movie_type': Value(dtype='string', id=None)}
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2246, in cast_table_to_schema
arrays = [
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2247, in <listcomp>
cast_array_to_feature(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1796, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1796, in <listcomp>
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2014, in cast_array_to_feature
casted_array_values = _c(array.values, feature[0])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1798, in wrapper
return func(array, *args, **kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2109, 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<date: string, event_name: string, player_setting: string, news_topic: string, time: string, timeofday: string, media_type: string, descriptor: string, content: string, house_place: string, change_to: string, place_name: string, playlist_name: string, index: string, currency_name: string, transport_type: string, artist_name: string, weather_descriptor: string, setting: string, audiobook_name: string, radio_name: string, list_name: string, business_name: string, item_name: string, time_zone: string, time_zone2: string, from_relation: string, relation: string, music_genre: string, song_name: string, food_type: string, definition_word: string, to_person: string, from_person: string, color_type: string, time2: string, device_type: string, podcast_name: string, query: string>
to
{'event_name': Value(dtype='string', id=None), 'relation': Value(dtype='string', id=None), 'time': Value(dtype='string', id=None), 'date': Value(dtype='string', id=None), 'transport_type': Value(dtype='string', id=None), 'timeofday': Value(dtype='string', id=None), 'place_name': Value(dtype='string', id=None), 'setting': Value(dtype='string', id=None), 'media_type': Value(dtype='string', id=None), 'content': Value(dtype='string', id=None), 'business_name': Value(dtype='string', id=None), 'to_person': Value(dtype='string', id=None), 'person': Value(dtype='string', id=None), 'descriptor': Value(dtype='string', id=None), 'news_topic': Value(dtype='string', id=None), 'house_place': Value(dtype='string', id=None), 'device_type': Value(dtype='string', id=None), 'food_type': Value(dtype='string', id=None), 'general_frequency': Value(dtype='string', id=None), 'radio_name': Value(dtype='string', id=None), 'weather_descriptor': Value(dtype='string', id=None), 'business_type': Value(dtype='string', id=None), 'time2': Value(dtype='string', id=None), 'artist_name': Value(dtype='string', id=None), 'definition_word': Value(dtype='string', id=None), 'list_name': Value(dtype='string', id=None), 'app_name': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'from_person': Value(dtype='string', id=None), 'playlist_name': Value(dtype='string', id=None), 'player_setting': Value(dtype='string', id=None), 'music_genre': Value(dtype='string', id=None), 'audiobook_name': Value(dt
...
None), 'personal_info': Value(dtype='string', id=None), 'to_relation': Value(dtype='string', id=None), 'change_to': Value(dtype='string', id=None), 'price': Value(dtype='string', id=None), 'podcast_descriptor': Value(dtype='string', id=None), 'query': Value(dtype='string', id=None), 'song_name': Value(dtype='string', id=None), 'day': Value(dtype='string', id=None), 'time_zone': Value(dtype='string', id=None), 'order_type': Value(dtype='string', id=None), 'color_type': Value(dtype='string', id=None), 'index_name': Value(dtype='string', id=None), 'from_place_name': Value(dtype='string', id=None), 'player_settings': Value(dtype='string', id=None), 'change_amount': Value(dtype='string', id=None), 'author_name': Value(dtype='string', id=None), 'transport_agency': Value(dtype='string', id=None), 'amount': Value(dtype='string', id=None), 'game_name': Value(dtype='string', id=None), 'section_name': Value(dtype='string', id=None), 'to_person_name': Value(dtype='string', id=None), 'from_relation': Value(dtype='string', id=None), 'person_name': Value(dtype='string', id=None), 'item_index': Value(dtype='string', id=None), 'movie_name': Value(dtype='string', id=None), 'email_address': Value(dtype='string', id=None), "'content": Value(dtype='string', id=None), 'from_time': Value(dtype='string', id=None), 'to_time': Value(dtype='string', id=None), 'post_type': Value(dtype='string', id=None), "weather_descriptor'": Value(dtype='string', id=None), 'movie_type': Value(dtype='string', id=None)}
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 1433, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1050, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1898, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
id string | query string | intent string | slots list | domain string | action string |
|---|---|---|---|---|---|
5822 | turn up | audio_volume_up | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | iot | volume_up |
3033 | what's the current weather | weather_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | weather | query |
6951 | i want you to remind me the next meeting with my girlfriend it will be at eight pm next sunday | calendar_set | [
{
"event_name": "meeting",
"relation": "girlfriend",
"time": "eight pm",
"date": "next Sunday",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person":... | calendar | set |
3249 | cancel alarm for tenth of march two thousand seventeen | alarm_remove | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "tenth of march two thousand seventeen",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"p... | alarm | remove |
7638 | add dentist appointment for friday at five | calendar_set | [
{
"event_name": "dentist appointment",
"relation": null,
"time": "five",
"date": "friday",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null... | calendar | set |
4263 | have you heard any good jokes lately | general_joke | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | qa | joke |
15481 | get it fast resolved | social_post | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | social | post |
12833 | alexa book me a train ticket for this afternoon to chicago | transport_ticket | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": "train",
"timeofday": "this afternoon",
"place_name": "chicago",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
... | transport | ticket |
4539 | i did not want you to send that text yet wait until i say send | email_sendemail | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": "save",
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": n... | email | sendemail |
557 | how many alarms are listed | alarm_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | alarm | query |
15720 | tweet bad service related to out local haskell mcdonalds | social_post | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": "twitter",
"content": "bad service related to out local haskell mcdonalds",
"business_name": "mcdonalds",
... | social | post |
4590 | add a new notifier for the gps on my car | calendar_set | [
{
"event_name": "gps on my car",
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descr... | calendar | set |
14099 | what causes if i had junk food and alcohols | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "what causes if i had junk food and alcohols",
"business_name": null,
"to_person": null,
... | qa | quirky |
16209 | send email to nancy about tomorrow's work party details | email_sendemail | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "tomorrow",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "work party details",
"business_name": null,
"to_person": "nancy",
"person": nu... | email | sendemail |
3316 | find the latest article from chris hedges on truthdig | social_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": "truthdig",
"content": null,
"business_name": null,
"to_person": null,
"person": "chris hedges",
"... | social | query |
9933 | find a recipe for a romantic dinner for two | cooking_recipe | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": "ro... | cooking | recipe |
8210 | do i have any off days this week | calendar_query | [
{
"event_name": "off days",
"relation": null,
"time": null,
"date": "this week",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"des... | calendar | query |
16618 | draft an email to kailey about work later | email_sendemail | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "work later",
"business_name": null,
"to_person": "kailey",
"person": null,
"desc... | email | sendemail |
6553 | whats happening in pop industry | news_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | news | query |
2613 | is today the fourth or the fifth | datetime_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | datetime | query |
4149 | please turn up the lights in this room | iot_hue_lightup | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | iot | hue_lightup |
4571 | the wemo plug should be turned off on | iot_wemo_off | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | iot | wemo_off |
13402 | when i get home can you please order a pizza | takeaway_order | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | takeaway | order |
14632 | what is the purpose of life | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "the purpose of life",
"business_name": null,
"to_person": null,
"person": null,
... | qa | quirky |
12083 | find the events | recommendation_events | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | recommendation | events |
8970 | clear all concert schedule | calendar_remove | [
{
"event_name": "concert",
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor"... | calendar | remove |
7521 | tell me every day to take green tea at four pm | alarm_set | [
{
"event_name": "green tea",
"relation": null,
"time": "four pm",
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"desc... | alarm | set |
9159 | olly create an event in my calendar | calendar_set | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | calendar | set |
9277 | start radio and go to frequency on one thousand and forty eight | play_radio | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | radio | radio |
6484 | olly i worked today | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "olly i worked today",
"business_name": null,
"to_person": null,
"person": null,
... | qa | quirky |
14244 | how do you make steel | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "how do you make steel",
"business_name": null,
"to_person": null,
"person": null,
... | qa | quirky |
7733 | wake me up every weekday at seven am | alarm_set | [
{
"event_name": null,
"relation": null,
"time": "seven am",
"date": "weekday",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descr... | alarm | set |
2039 | it's pleasant today | weather_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | weather | query |
4102 | newest world news | news_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "world",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | news | query |
12060 | i wish to go for cheap shopping is there any dollars shop nearby | recommendation_locations | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "nearby",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor":... | recommendation | locations |
7951 | what's going on between three hundred and thirty and four | calendar_query | [
{
"event_name": null,
"relation": null,
"time": "three hundred and thirty",
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,... | calendar | query |
34 | i want to listen arijit singh song once again | play_music | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | music |
15864 | is alex saved in my contacts list | email_querycontact | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": "alex",
"descriptor": n... | email | querycontact |
13094 | what does session mean | qa_definition | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | qa | definition |
12297 | hail taxi | transport_taxi | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": "taxi",
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": n... | transport | taxi |
15730 | tell me if anything important is happening on social media today | social_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | social | query |
16136 | check email and what is the latest subject | email_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": "la... | email | query |
10619 | i want to start a new list of power tools on sale at true value | lists_createoradd | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | lists | createoradd |
5803 | more light | iot_hue_lightup | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | iot | hue_lightup |
8588 | schedule a meeting with ri on april first at ten am | calendar_set | [
{
"event_name": "meeting",
"relation": null,
"time": "ten am",
"date": "april first",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": "ri",
... | calendar | set |
9125 | when is my next dentist appointment | calendar_query | [
{
"event_name": "dentist appointment",
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
... | calendar | query |
1130 | is it going to rain later today | weather_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | weather | query |
17086 | reply to this please | email_sendemail | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": "reply",
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | email | sendemail |
10044 | how do i make tuna casserole from scratch | cooking_recipe | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | cooking | recipe |
2586 | save this channel on pandora please | radio_likeness | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | radio | likeness |
2607 | is today march sixth | datetime_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | datetime | query |
10594 | i want to have a new playlist of songs | playlists_createoradd | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | createoradd |
11809 | can you recommend good stores in this area | recommendation_locations | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "this area",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descripto... | recommendation | locations |
5517 | remember this music | music_likeness | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | likeness |
5800 | will i need a jacket after ten pm in my area | weather_query | [
{
"event_name": null,
"relation": null,
"time": "ten pm",
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "my area",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descrip... | weather | query |
6639 | a fresh day | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "a fresh day",
"business_name": null,
"to_person": null,
"person": null,
"descrip... | qa | quirky |
11956 | olly what movies are playing near me | recommendation_movies | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "near",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": n... | recommendation | movies |
7636 | add yoga class at noon to my schedule for the next three sundays | calendar_set | [
{
"event_name": "yoga class",
"relation": null,
"time": null,
"date": "next three sundays",
"transport_type": null,
"timeofday": "noon",
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": n... | calendar | set |
6924 | do i have any meeting today | calendar_query | [
{
"event_name": "meeting",
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descript... | calendar | query |
3847 | what are my favorite types of music | music_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": "fa... | music | query |
7290 | delete all my appointments for today | calendar_remove | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "today",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | calendar | remove |
5507 | please arrange to wake me up at three am alarm | alarm_set | [
{
"event_name": "wake up",
"relation": null,
"time": "three am",
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descr... | alarm | set |
7332 | text your lost android phone to turn the ringer volume up one percent | phone_text | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | phone | text |
15814 | alert me of an email from dave about the meeting | email_subscription | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "meeting",
"business_name": null,
"to_person": null,
"person": null,
"descriptor"... | email | subscription |
2577 | lights off in the kitchen please | iot_hue_lightoff | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | iot | hue_lightoff |
10064 | how many vegetables should i eat a day | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "how many vegetables should i eat a day",
"business_name": null,
"to_person": null,
"... | qa | quirky |
1674 | remove alarm of seven thirty am on monday | alarm_remove | [
{
"event_name": null,
"relation": null,
"time": "seven thirty am",
"date": "monday",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
... | alarm | remove |
16855 | jane doe emails | email_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": "jane doe",
"descriptor... | email | query |
4367 | what is the current time in london | datetime_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "london",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor":... | datetime | query |
9073 | remove that event from calendar | calendar_remove | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": "th... | calendar | remove |
11059 | name the lists available | lists_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | lists | query |
13364 | when is president's day | qa_factoid | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "president's day",
"business_name": null,
"to_person": null,
"person": null,
"des... | qa | factoid |
915 | turn the lights off to my room | iot_hue_lightoff | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | iot | hue_lightoff |
607 | set mute for twenty minutes | audio_volume_mute | [
{
"event_name": null,
"relation": null,
"time": "twenty minutes",
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"desc... | iot | volume_mute |
72 | start playing music from favourites | play_music | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | music |
4627 | is it supposed to rain tomorrow | weather_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "tomorrow",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor... | weather | query |
5068 | please put this playlist on shuffle | music_settings | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | settings |
1021 | is there any rap that doesn't involve sex money and drugs | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "is there any rap that doesn't involve sex money and drugs",
"business_name": null,
"to_p... | qa | quirky |
4781 | wake me up at six thirty | alarm_set | [
{
"event_name": null,
"relation": null,
"time": "six thirty",
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descript... | alarm | set |
14702 | explain what a contact lense is | qa_definition | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | qa | definition |
4257 | please tell me the current date | datetime_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | datetime | query |
2218 | i want to listen to electric slide | play_music | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | music |
9001 | schedule a meeting with the vp of the department on the twenty first of march two thousand and seventeen | calendar_set | [
{
"event_name": "meeting",
"relation": "the vp of the department",
"time": null,
"date": "the twenty first of march two thousand and seventeen",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_... | calendar | set |
231 | could you please help me to order some sushi from deliveroo | takeaway_order | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": "deliveroo",
"to_person": null,
"person": null,
"descripto... | takeaway | order |
8839 | which is the next event coming up | calendar_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": "ne... | calendar | query |
8288 | remove what i have to do on the twenty three of march | calendar_remove | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "twenty three of march",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
... | calendar | remove |
143 | i don't like it | music_dislikeness | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | dislikeness |
6696 | hey olly i just lost my wallet today | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "i just lost my wallet today",
"business_name": null,
"to_person": null,
"person": nu... | qa | quirky |
6333 | i had the worst day ever today | general_quirky | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": "i had the worst day ever today",
"business_name": null,
"to_person": null,
"person":... | qa | quirky |
9869 | start dune from where i left off | play_audiobook | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | audiobook | audiobook |
12859 | when is the next train to london | transport_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": "train",
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": ... | transport | query |
14438 | find exchange rate for u. s. d. to euro | qa_currency | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | currency | currency |
6685 | today i had a lunch with my longtime sweetheart play me a nice song to the mood | play_music | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | music |
9543 | tune in to ryan seacrest on the living room radio | play_radio | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | radio | radio |
16835 | send the email to this new email address | email_sendemail | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": "this new email address",
"person": null,
... | email | sendemail |
6076 | can you find out the latest world news from yesterday | news_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": "from yesterday",
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"desc... | news | query |
16203 | do i have any new inbox message | email_query | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": "ne... | email | query |
5129 | play playlist one | play_music | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | music |
12195 | give me the update on traffic at new york | transport_traffic | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": "new york",
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor... | transport | traffic |
1335 | i like justin beibers music please play it | play_music | [
{
"event_name": null,
"relation": null,
"time": null,
"date": null,
"transport_type": null,
"timeofday": null,
"place_name": null,
"setting": null,
"media_type": null,
"content": null,
"business_name": null,
"to_person": null,
"person": null,
"descriptor": nul... | music | music |
End of preview.
Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant
Repository for the paper Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant
requirements
To test the multi-agent frameworks, you need to first install the framework according to the instruction of the framework.
We have tested CamelAI, Langgraph, AgentLite, and AutoGEN.
1. start simulated servers
cd server
sh run.sh
2. run the test
Some external servers require API keys. Therefore, to test and send requests to these servers, please make sure to provide the necessary API keys first.
The LLM used in the example code also requires configuration. Please make sure to specify the model name and provide the corresponding API key.
Please also remember to put the data/*.csv files into ~/data. Or you can modify the data path in test.py.
cd examples/autogen
sh run.sh
3. run evaluation
We are using gpt-4 for evaluating. Please set apikey properly. For e.g., export OPENAI_API_KEY="***".
If you want to use other models, please modify eval.py. For instance, if you want to use deepseek-v3 from deepseek API, you can change the model to "deepseek-chat", and change the api to your deepseek api. You also need to change the base_url to "https://api.deepseek.com/v1".
sh eval.sh
load datasets
If you want to load datasets, and use the data in jsonl format:
from datasets import load_dataset
dataset = load_dataset("lorashen/Auto-SLURP")
Citing
If you found the data or code useful, free to cite:
@misc{shen2025autoslurpbenchmarkdatasetevaluating,
title={Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant},
author={Lei Shen and Xiaoyu Shen},
year={2025},
eprint={2504.18373},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2504.18373},
}
- Downloads last month
- 94