ProactiveBench: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Paper
• 2507.09313 • Published
• 1
Dataset Preview
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The dataset generation failed
Error code: DatasetGenerationError
Exception: ArrowInvalid
Message: JSON parse error: The document is empty.
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 160, in _generate_tables
df = pandas_read_json(f)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 38, in pandas_read_json
return pd.read_json(path_or_buf, **kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 791, in read_json
json_reader = JsonReader(
File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 905, in __init__
self.data = self._preprocess_data(data)
File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 917, in _preprocess_data
data = data.read()
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 807, in read_with_retries
out = read(*args, **kwargs)
File "/usr/local/lib/python3.9/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xc5 in position 37: invalid continuation byte
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1815, in _prepare_split_single
for _, table in generator:
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 692, in wrapped
for item in generator(*args, **kwargs):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 163, in _generate_tables
raise e
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 137, in _generate_tables
pa_table = paj.read_json(
File "pyarrow/_json.pyx", line 308, in pyarrow._json.read_json
File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
pyarrow.lib.ArrowInvalid: JSON parse error: The document is empty.
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 1451, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 994, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, 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 1858, 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.
video string | question_id string | conversation list | answer list | duration float64 |
|---|---|---|---|---|
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-0-360.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-0-360.mp4 | [
{
"content": "What are the different ways in which the dough is kneaded during the preparation process?",
"role": "user",
"time": 0
}
] | [
{
"content": "The dough is kneaded using a mixer which involves adding flour and removing the dough from the mixer.",
"related_timespan": [
2.95,
40.19
],
"reply_timespan": [
2.95,
41.19
],
"role": "assistant",
"type": "step"
},
{
"content": "The dough is ... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-360-720.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-360-720.mp4 | [
{
"content": "What ingredients are added to the dough mixer during preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Flour is added into the dough mixer.",
"related_timespan": [
230.03,
236.97
],
"reply_timespan": [
230.03,
237.97
],
"role": "assistant",
"type": "substep"
},
{
"content": "Sugar is added into the dough mixer.",
"related_timespan": [
... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-720-1080.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-720-1080.mp4 | [
{
"content": "What are the different ways the dough is rolled out during the preparation process?",
"role": "user",
"time": 0
}
] | [
{
"content": "The dough is rolled out with the dough roller.",
"related_timespan": [
12.23,
27.04
],
"reply_timespan": [
12.23,
28.04
],
"role": "assistant",
"type": "step"
},
{
"content": "The dough is first cut, then placed in the dough roller, and rolle... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-1440-1800.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-1440-1800.mp4 | [
{
"content": "What steps involve the use of flour during the dough preparation process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Sprinkles the flour on the table.",
"related_timespan": [
70.36,
72.29
],
"reply_timespan": [
70.36,
73.29
],
"role": "assistant",
"type": "step"
},
{
"content": "Measures the flour.",
"related_timespan": [
73.9,
110.73
],... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-1800-2160.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-1800-2160.mp4 | [
{
"content": "What are the steps involved in preparing and shaping dough before baking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Place dough in dough divider, knead dough with hands, and divide dough with dough divider.",
"related_timespan": [
2.27,
23.11
],
"reply_timespan": [
2.27,
24.11
],
"role": "assistant",
"type": "substep"
},
{
"content": "Place dough on tablet... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-2160-2520.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-2160-2520.mp4 | [
{
"content": "What ingredients are added to the dough mixer during the dough preparation process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Baking powder is added into the dough mixer.",
"related_timespan": [
37.21,
43.68
],
"reply_timespan": [
37.21,
44.68
],
"role": "assistant",
"type": "substep"
},
{
"content": "Sugar is added into the dough mixer.",
"related_timespan": [
... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-3240-3600.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-3240-3600.mp4 | [
{
"content": "How is dough minced using a dough divider?",
"role": "user",
"time": 0
}
] | [
{
"content": "Sprinkle flour in dough divider, knead dough with hands, place dough in dough divider, mince dough with dough divider, sprinkle flour on dough.",
"related_timespan": [
133.11,
279.49
],
"reply_timespan": [
133.11,
280.49
],
"role": "assistant",
"type... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-3600-3960.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-3600-3960.mp4 | [
{
"content": "How is the dough prepared before baking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The dough is rolled with hands, shaped, dipped in sesame seeds, and placed on a baking sheet.",
"related_timespan": [
77.98,
270.54
],
"reply_timespan": [
77.98,
271.54
],
"role": "assistant",
"type": "substep-merged-merged-merged-merged-merged-merge... | 360.166667 |
c2d06df7-5d3a-4116-9edb-f1c81a4f669b-3960-4320.mp4 | c2d06df7-5d3a-4116-9edb-f1c81a4f669b-3960-4320.mp4 | [
{
"content": "How is the dough prepared and arranged before baking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The dough is arranged in a baking sheet, placed in the baking sheet, and dipped in sesame seed.",
"related_timespan": [
7.43,
20.17
],
"reply_timespan": [
7.43,
21.17
],
"role": "assistant",
"type": "substep-merged"
},
{
"content": "The dough... | 360.166667 |
0e6fb738-05fc-4dd5-9746-a8e10efe8c20-0-360.mp4 | 0e6fb738-05fc-4dd5-9746-a8e10efe8c20-0-360.mp4 | [
{
"content": "What steps are involved in preparing onions?",
"role": "user",
"time": 0
}
] | [
{
"content": "Peel the onions.",
"related_timespan": [
0.03,
19.47
],
"reply_timespan": [
0.03,
20.47
],
"role": "assistant",
"type": "step"
},
{
"content": "Dice the onions with a knife.",
"related_timespan": [
77.07,
142.78
],
"re... | 360.166667 |
0e6fb738-05fc-4dd5-9746-a8e10efe8c20-360-720.mp4 | 0e6fb738-05fc-4dd5-9746-a8e10efe8c20-360-720.mp4 | [
{
"content": "How is cabbage prepared according to the steps?",
"role": "user",
"time": 0
}
] | [
{
"content": "The cabbage is sliced.",
"related_timespan": [
5.4,
76.11
],
"reply_timespan": [
5.4,
77.11
],
"role": "assistant",
"type": "substep"
},
{
"content": "The outer skin of the cabbage is sliced.",
"related_timespan": [
76.11,
128... | 360.166667 |
0e6fb738-05fc-4dd5-9746-a8e10efe8c20-720-1080.mp4 | 0e6fb738-05fc-4dd5-9746-a8e10efe8c20-720-1080.mp4 | [
{
"content": "What are the steps involved in washing rice?",
"role": "user",
"time": 0
}
] | [
{
"content": "Clean rice.",
"related_timespan": [
1.04,
19
],
"reply_timespan": [
1.04,
20
],
"role": "assistant",
"type": "substep"
},
{
"content": "Wash rice.",
"related_timespan": [
149.8,
167.86
],
"reply_timespan": [
149.... | 360.166667 |
0e6fb738-05fc-4dd5-9746-a8e10efe8c20-1080-1440.mp4 | 0e6fb738-05fc-4dd5-9746-a8e10efe8c20-1080-1440.mp4 | [
{
"content": "What ingredients are added during the preparation process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Diced green pepper is added.",
"related_timespan": [
58.88,
67.94
],
"reply_timespan": [
58.88,
68.94
],
"role": "assistant",
"type": "substep"
},
{
"content": "Sauce is added.",
"related_timespan": [
67.94,
97.76
],
"... | 360.166667 |
0e6fb738-05fc-4dd5-9746-a8e10efe8c20-1440-1800.mp4 | 0e6fb738-05fc-4dd5-9746-a8e10efe8c20-1440-1800.mp4 | [
{
"content": "What actions are performed to regulate the cooking temperature?",
"role": "user",
"time": 0
}
] | [
{
"content": "Adjusts the heat of the cooking gas.",
"related_timespan": [
279.55,
280.56
],
"reply_timespan": [
279.55,
281.56
],
"role": "assistant",
"type": "step"
},
{
"content": "Adjusts the cooking gas heat.",
"related_timespan": [
319.67,
... | 360.166667 |
b739682e-97d3-468c-ab32-eff051aaf9ec-720-1080.mp4 | b739682e-97d3-468c-ab32-eff051aaf9ec-720-1080.mp4 | [
{
"content": "What are the different ways mentioned to prepare an orange?",
"role": "user",
"time": 0
}
] | [
{
"content": "Remove the seeds from the orange.",
"related_timespan": [
82.61,
90.25
],
"reply_timespan": [
82.61,
91.25
],
"role": "assistant",
"type": "substep"
},
{
"content": "Remove the shaft from the orange.",
"related_timespan": [
90.54,
... | 360.166667 |
b739682e-97d3-468c-ab32-eff051aaf9ec-1080-1440.mp4 | b739682e-97d3-468c-ab32-eff051aaf9ec-1080-1440.mp4 | [
{
"content": "What steps are carried out to prepare orange pieces before adding them to a tray?",
"role": "user",
"time": 0
}
] | [
{
"content": "Slice the orange.",
"related_timespan": [
30.78,
68.95
],
"reply_timespan": [
30.78,
69.95
],
"role": "assistant",
"type": "substep"
},
{
"content": "Remove seeds.",
"related_timespan": [
73.71,
97.18
],
"reply_timespa... | 360.166667 |
b739682e-97d3-468c-ab32-eff051aaf9ec-1440-1800.mp4 | b739682e-97d3-468c-ab32-eff051aaf9ec-1440-1800.mp4 | [
{
"content": "What steps are taken to prepare the orange for use?",
"role": "user",
"time": 0
}
] | [
{
"content": "Add orange crumbs to a tray.",
"related_timespan": [
207.32,
215.01
],
"reply_timespan": [
207.32,
216.01
],
"role": "assistant",
"type": "substep"
},
{
"content": "Slice the orange.",
"related_timespan": [
227.97,
238.18
... | 360.166667 |
fb7cc35d-3272-44a4-b8f2-15cd24fa345b-0-360.mp4 | fb7cc35d-3272-44a4-b8f2-15cd24fa345b-0-360.mp4 | [
{
"content": "What are the various methods used to prepare carrots before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The carrot is cleaned and its skin is removed by shaving.",
"related_timespan": [
44.5,
90.52
],
"reply_timespan": [
44.5,
91.52
],
"role": "assistant",
"type": "substep"
},
{
"content": "The carrot is sliced and cleaned before cutting.",
... | 360.166667 |
fb7cc35d-3272-44a4-b8f2-15cd24fa345b-360-720.mp4 | fb7cc35d-3272-44a4-b8f2-15cd24fa345b-360-720.mp4 | [
{
"content": "What are the steps taken to prepare the vegetables before adding them to the soup?",
"role": "user",
"time": 0
}
] | [
{
"content": "Cut and clean the yam.",
"related_timespan": [
23.19,
78.72
],
"reply_timespan": [
23.19,
79.72
],
"role": "assistant",
"type": "substep"
},
{
"content": "Clean the corn.",
"related_timespan": [
148.27,
154.24
],
"repl... | 360.166667 |
grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-0-360.mp4 | grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-0-360.mp4 | [
{
"content": "What steps are performed with the cabbage after it is taken out of its packaging?",
"role": "user",
"time": 0
}
] | [
{
"content": "The cabbage is removed from a plastic bag.",
"related_timespan": [
105.77,
129.95
],
"reply_timespan": [
105.77,
130.95
],
"role": "assistant",
"type": "substep"
},
{
"content": "The cabbage is rinsed.",
"related_timespan": [
130.36... | 360.166667 |
grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-360-720.mp4 | grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-360-720.mp4 | [
{
"content": "What steps are taken to prepare the vegetables before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The radish, onion, and green beans are placed on the sink.",
"related_timespan": [
8.59,
27.41
],
"reply_timespan": [
8.59,
28.41
],
"role": "assistant",
"type": "step"
},
{
"content": "The radish is cut.",
"related_timespan": [
59.... | 360.166667 |
grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-720-1080.mp4 | grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-720-1080.mp4 | [
{
"content": "What actions are performed during the preparation of chicken?",
"role": "user",
"time": 0
}
] | [
{
"content": "The chicken is folded as part of its preparation.",
"related_timespan": [
99.74,
214.8
],
"reply_timespan": [
99.74,
215.8
],
"role": "assistant",
"type": "substep"
},
{
"content": "Seasoning is added to the chicken.",
"related_timespan":... | 360.166667 |
grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-1080-1440.mp4 | grp-88bae242-7f3a-45d4-b129-5d69b1a1e15a-1080-1440.mp4 | [
{
"content": "What actions take place in the pan during cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The spinach is added to the pan.",
"related_timespan": [
81.89,
112.47
],
"reply_timespan": [
81.89,
113.47
],
"role": "assistant",
"type": "step"
},
{
"content": "The spice mixture is dissolved in the pan.",
"related_timespan": [
1... | 360.166667 |
45dc74e1-c8dd-443a-a7a6-ca4215144e97-0-360.mp4 | 45dc74e1-c8dd-443a-a7a6-ca4215144e97-0-360.mp4 | [
{
"content": "What actions are taken to handle the pastries while they are in the pan?",
"role": "user",
"time": 0
}
] | [
{
"content": "The pastries are turned in the pan.",
"related_timespan": [
0.17,
14.61
],
"reply_timespan": [
0.17,
15.61
],
"role": "assistant",
"type": "substep"
},
{
"content": "The pastries are added to the pan.",
"related_timespan": [
102.28,... | 360.166667 |
grp-719d9e89-4eb2-49ea-be14-dc2637dc303f-0-360.mp4 | grp-719d9e89-4eb2-49ea-be14-dc2637dc303f-0-360.mp4 | [
{
"content": "What steps are taken to prepare the beef before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Select the beef.",
"related_timespan": [
166.8,
207.01
],
"reply_timespan": [
166.8,
208.01
],
"role": "assistant",
"type": "step"
},
{
"content": "Slice beef into smaller sizes.",
"related_timespan": [
207.45,
234.94
],
... | 360.166667 |
grp-719d9e89-4eb2-49ea-be14-dc2637dc303f-360-720.mp4 | grp-719d9e89-4eb2-49ea-be14-dc2637dc303f-360-720.mp4 | [
{
"content": "What are the steps involved in preparing bacon-wrapped asparagus?",
"role": "user",
"time": 0
}
] | [
{
"content": "Select the plate and bacon.",
"related_timespan": [
29.03,
56.06
],
"reply_timespan": [
29.03,
57.06
],
"role": "assistant",
"type": "step"
},
{
"content": "Wrap the bacon on the asparagus.",
"related_timespan": [
56.11,
201.7... | 360.166667 |
grp-719d9e89-4eb2-49ea-be14-dc2637dc303f-1080-1440.mp4 | grp-719d9e89-4eb2-49ea-be14-dc2637dc303f-1080-1440.mp4 | [
{
"content": "What steps are taken to prepare the egg mixture before it is cooked in the pan?",
"role": "user",
"time": 0
}
] | [
{
"content": "The eggs are whisked with chopsticks.",
"related_timespan": [
4.24,
17.76
],
"reply_timespan": [
4.24,
18.76
],
"role": "assistant",
"type": "step"
},
{
"content": "The egg is seasoned.",
"related_timespan": [
17.89,
30.46
... | 360.166667 |
cc575a16-64fd-4cda-9248-5d85f506fdfd-0-360.mp4 | cc575a16-64fd-4cda-9248-5d85f506fdfd-0-360.mp4 | [
{
"content": "How is coconut processed before being placed in a tray?",
"role": "user",
"time": 0
}
] | [
{
"content": "The coconut is grated into pieces.",
"related_timespan": [
2.45,
25.68
],
"reply_timespan": [
2.45,
26.68
],
"role": "assistant",
"type": "substep"
},
{
"content": "The grated coconut that became stuck is poured into the tray.",
"related_... | 360.166667 |
cc575a16-64fd-4cda-9248-5d85f506fdfd-720-1080.mp4 | cc575a16-64fd-4cda-9248-5d85f506fdfd-720-1080.mp4 | [
{
"content": "What different actions are performed with the coconut mixture during preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stir the coconut mixture in the pot.",
"related_timespan": [
20.29,
75.69
],
"reply_timespan": [
20.29,
76.69
],
"role": "assistant",
"type": "step"
},
{
"content": "Add sugar to the grated coconut.",
"related_timespan": [
75.69,
... | 360.166667 |
cc575a16-64fd-4cda-9248-5d85f506fdfd-1080-1440.mp4 | cc575a16-64fd-4cda-9248-5d85f506fdfd-1080-1440.mp4 | [
{
"content": "What actions are performed to mix the contents in the pot?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stir the mix in the pot.",
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120.05,
135.83
],
"reply_timespan": [
120.05,
136.83
],
"role": "assistant",
"type": "substep"
},
{
"content": "Stir the mix in the pot.",
"related_timespan": [
149.09,
161.99
... | 360.166667 |
cc575a16-64fd-4cda-9248-5d85f506fdfd-1440-1800.mp4 | cc575a16-64fd-4cda-9248-5d85f506fdfd-1440-1800.mp4 | [
{
"content": "What are the steps involved in preparing the flour mixture?",
"role": "user",
"time": 0
}
] | [
{
"content": "Add flour in a tray.",
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18.67,
52.74
],
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18.67,
53.74
],
"role": "assistant",
"type": "step"
},
{
"content": "Add salt to the flour in the tray.",
"related_timespan": [
66.57,
81.62
... | 360.166667 |
77362fa3-e23a-4942-bd53-7d58b23b979b-0-360.mp4 | 77362fa3-e23a-4942-bd53-7d58b23b979b-0-360.mp4 | [
{
"content": "What steps are taken to prepare fenugreek for use in a dish?",
"role": "user",
"time": 0
}
] | [
{
"content": "Remove the rope from fenugreek.",
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35.5,
43.93
],
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35.5,
44.93
],
"role": "assistant",
"type": "substep"
},
{
"content": "Chop fenugreek with a knife.",
"related_timespan": [
46.83,
100.... | 360.166667 |
2f23b607-f2e6-4f58-85d3-004c840bead2-0-360.mp4 | 2f23b607-f2e6-4f58-85d3-004c840bead2-0-360.mp4 | [
{
"content": "How are banana fritters prepared and cooked?",
"role": "user",
"time": 0
}
] | [
{
"content": "The banana fritter batter is stirred by hand.",
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10.04,
22.74
],
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10.04,
23.74
],
"role": "assistant",
"type": "substep"
},
{
"content": "The banana fritter batter is added to hot oil.",
"related_ti... | 360.166667 |
2f23b607-f2e6-4f58-85d3-004c840bead2-360-720.mp4 | 2f23b607-f2e6-4f58-85d3-004c840bead2-360-720.mp4 | [
{
"content": "What steps are involved in cooking banana fritters?",
"role": "user",
"time": 0
}
] | [
{
"content": "Serve the fried banana fritters in a bowl.",
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59.23,
94.65
],
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59.23,
95.65
],
"role": "assistant",
"type": "substep"
},
{
"content": "Stir banana fritter batter with hand.",
"related_timespan": [
... | 360.166667 |
2f23b607-f2e6-4f58-85d3-004c840bead2-720-1080.mp4 | 2f23b607-f2e6-4f58-85d3-004c840bead2-720-1080.mp4 | [
{
"content": "What actions are taken when preparing banana fritters during cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Flip banana fritters with a spatula.",
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111.94,
137.84
],
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111.94,
138.84
],
"role": "assistant",
"type": "substep"
},
{
"content": "Stir banana fritters in the pan by regulating heat and stirring them.... | 360.166667 |
2f23b607-f2e6-4f58-85d3-004c840bead2-1080-1440.mp4 | 2f23b607-f2e6-4f58-85d3-004c840bead2-1080-1440.mp4 | [
{
"content": "How are banana fritters served after frying?",
"role": "user",
"time": 0
}
] | [
{
"content": "The fried banana fritters are served in a bowl.",
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95.06,
113.44
],
"reply_timespan": [
95.06,
114.44
],
"role": "assistant",
"type": "substep"
},
{
"content": "The fried banana fritters are served in a bowl after being f... | 360.166667 |
2f23b607-f2e6-4f58-85d3-004c840bead2-1440-1800.mp4 | 2f23b607-f2e6-4f58-85d3-004c840bead2-1440-1800.mp4 | [
{
"content": "How is the vegetable incorporated into the seasoned oil during the cooking process?",
"role": "user",
"time": 0
}
] | [
{
"content": "The vegetable is added to the seasoned oil in the pan and stirred in the pan.",
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150.87,
193.73
],
"reply_timespan": [
150.87,
194.73
],
"role": "assistant",
"type": "substep"
}
] | 360.166667 |
0fcf23a0-fc53-4378-9a99-18c4f109f659-0-360.mp4 | 0fcf23a0-fc53-4378-9a99-18c4f109f659-0-360.mp4 | [
{
"content": "What actions are taken to maintain cleanliness in the area?",
"role": "user",
"time": 0
}
] | [
{
"content": "Throws dirt into the dustbin as a way of disposing waste and keeping the area clean.",
"related_timespan": [
94.35,
97.19
],
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94.35,
98.19
],
"role": "assistant",
"type": "step"
},
{
"content": "Cleans the table, which help... | 360.166667 |
90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-0-360.mp4 | 90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-0-360.mp4 | [
{
"content": "What are the different ways in which dough is handled during the bread-making process?",
"role": "user",
"time": 0
}
] | [
{
"content": "The dough is coated with flour.",
"related_timespan": [
3.21,
9.63
],
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3.21,
10.63
],
"role": "assistant",
"type": "step"
},
{
"content": "The dough is cut, and flour is sprinkled on it.",
"related_timespan": [
95... | 360.166667 |
90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-360-720.mp4 | 90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-360-720.mp4 | [
{
"content": "What types of seeds are added to the dough during preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Sunflower seed is added to the dough.",
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31.12,
93.49
],
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31.12,
94.49
],
"role": "assistant",
"type": "substep"
},
{
"content": "Flax seed is added to the dough.",
"related_timespan": [
93.49... | 360.166667 |
90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-720-1080.mp4 | 90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-720-1080.mp4 | [
{
"content": "What steps are taken to prepare the dough before adding seeds?",
"role": "user",
"time": 0
}
] | [
{
"content": "Sprinkle flour on the tabletop.",
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12.91,
17.39
],
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12.91,
18.39
],
"role": "assistant",
"type": "substep"
},
{
"content": "Cut dough, coat dough with flour, knead dough with hands.",
"related_times... | 360.166667 |
90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-1080-1440.mp4 | 90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-1080-1440.mp4 | [
{
"content": "How is flour used during the various stages of dough preparation and handling?",
"role": "user",
"time": 0
}
] | [
{
"content": "Flour is sprinkled on the tabletop, and rolled dough is placed onto the floured tabletop.",
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2.98,
9.65
],
"reply_timespan": [
2.98,
10.65
],
"role": "assistant",
"type": "substep"
},
{
"content": "Dough is cut with flour... | 360.166667 |
90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-1440-1800.mp4 | 90e4acc5-28a2-4bd4-972c-c6f7e18e1cde-1440-1800.mp4 | [
{
"content": "What steps are taken to prepare dough before baking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Sprinkle flour on the tabletop.",
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9.81,
11.23
],
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9.81,
12.23
],
"role": "assistant",
"type": "substep"
},
{
"content": "Coat dough with flour, flatten dough with rolling pin, place flattened dough in ... | 360.166667 |
bd1d22e0-2898-424f-8ec8-d47cab2e9fcb-0-360.mp4 | bd1d22e0-2898-424f-8ec8-d47cab2e9fcb-0-360.mp4 | [
{
"content": "How are the bay scallops cooked in the described actions?",
"role": "user",
"time": 0
}
] | [
{
"content": "The bay scallops are stir fried.",
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8.69,
52.54
],
"reply_timespan": [
8.69,
53.54
],
"role": "assistant",
"type": "substep"
},
{
"content": "The bay scallops are stir fried in the pan.",
"related_timespan": [
9... | 360.166667 |
a13a145f-920a-44ec-8aef-b489c097f4a7-0-360.mp4 | a13a145f-920a-44ec-8aef-b489c097f4a7-0-360.mp4 | [
{
"content": "Where are beverage containers typically stored?",
"role": "user",
"time": 0
}
] | [
{
"content": "Beverage containers are arranged in the cupboard.",
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30.51,
71.05
],
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30.51,
72.05
],
"role": "assistant",
"type": "step"
},
{
"content": "Beverage containers are arranged in the cupboard.",
"relate... | 360.166667 |
f7866811-1030-4be5-af61-7f1dd797f36b-0-360.mp4 | f7866811-1030-4be5-af61-7f1dd797f36b-0-360.mp4 | [
{
"content": "How is the dough shaped during the preparation process?",
"role": "user",
"time": 0
}
] | [
{
"content": "The dough is rolled out into a ring shape.",
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4.8,
231.37
],
"reply_timespan": [
4.8,
232.37
],
"role": "assistant",
"type": "step"
}
] | 360.166667 |
f7866811-1030-4be5-af61-7f1dd797f36b-360-720.mp4 | f7866811-1030-4be5-af61-7f1dd797f36b-360-720.mp4 | [
{
"content": "How is the dough shaped and arranged during preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "The rolled out dough is arranged on the tray.",
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68.66,
86.84
],
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68.66,
87.84
],
"role": "assistant",
"type": "step"
},
{
"content": "Dough is rolled out into a ring shape.",
"related_timespan": [
... | 360.166667 |
f7866811-1030-4be5-af61-7f1dd797f36b-2160-2520.mp4 | f7866811-1030-4be5-af61-7f1dd797f36b-2160-2520.mp4 | [
{
"content": "How is the dough prepared and arranged before baking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The rolled out dough is arranged on a tray after clearing the tray of dough.",
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44.68,
50.56
],
"reply_timespan": [
44.68,
51.56
],
"role": "assistant",
"type": "step"
},
{
"content": "The dough is cut and then rolled out... | 360.166667 |
228eb02a-6c89-4aa0-9cd4-0cdab1550c83-0-360.mp4 | 228eb02a-6c89-4aa0-9cd4-0cdab1550c83-0-360.mp4 | [
{
"content": "What are the steps involved in preparing onions before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Arrange onions on a countertop.",
"related_timespan": [
123.81,
140.31
],
"reply_timespan": [
123.81,
141.31
],
"role": "assistant",
"type": "step"
},
{
"content": "Remove the unwanted parts from the onions by peeling the onions and cutting o... | 360.166667 |
228eb02a-6c89-4aa0-9cd4-0cdab1550c83-360-720.mp4 | 228eb02a-6c89-4aa0-9cd4-0cdab1550c83-360-720.mp4 | [
{
"content": "What are the steps involved in preparing mushrooms before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Remove the stems from the mushrooms.",
"related_timespan": [
72.11,
80.94
],
"reply_timespan": [
72.11,
81.94
],
"role": "assistant",
"type": "substep"
},
{
"content": "Cut the mushrooms into smaller slices.",
"related_timespan": [
... | 360.166667 |
228eb02a-6c89-4aa0-9cd4-0cdab1550c83-720-1080.mp4 | 228eb02a-6c89-4aa0-9cd4-0cdab1550c83-720-1080.mp4 | [
{
"content": "What steps are taken to prepare and cook rice in this process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Rice is added into a pot.",
"related_timespan": [
3.9699999999999998,
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],
"reply_timespan": [
3.9699999999999998,
33.83
],
"role": "assistant",
"type": "step"
},
{
"content": "Water is added to the rice in the pot.",
"related_timespa... | 360.166667 |
228eb02a-6c89-4aa0-9cd4-0cdab1550c83-1080-1440.mp4 | 228eb02a-6c89-4aa0-9cd4-0cdab1550c83-1080-1440.mp4 | [
{
"content": "What ingredients are added to the sauce during the cooking process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Chopped okra is added into the sauce.",
"related_timespan": [
5.55,
50.21
],
"reply_timespan": [
5.55,
51.21
],
"role": "assistant",
"type": "substep"
},
{
"content": "Turmeric powder is added to the sauce in the pan.",
"related_timespan"... | 360.166667 |
228eb02a-6c89-4aa0-9cd4-0cdab1550c83-1440-1800.mp4 | 228eb02a-6c89-4aa0-9cd4-0cdab1550c83-1440-1800.mp4 | [
{
"content": "How was the sauce cooked in the pan?",
"role": "user",
"time": 0
}
] | [
{
"content": "The sauce was stirred and the heat temperature of the stovetop was regulated.",
"related_timespan": [
62.2,
79.24
],
"reply_timespan": [
62.2,
80.24
],
"role": "assistant",
"type": "step"
},
{
"content": "The sauce was stirred in the pan.",
... | 360.166667 |
972f660f-27ad-49ae-bf00-8da9d6d8d708-720-1080.mp4 | 972f660f-27ad-49ae-bf00-8da9d6d8d708-720-1080.mp4 | [
{
"content": "What different actions are performed while making soup?",
"role": "user",
"time": 0
}
] | [
{
"content": "Adds seasonings to the ingredients and stirs the soup.",
"related_timespan": [
121.08,
154.49
],
"reply_timespan": [
121.08,
155.49
],
"role": "assistant",
"type": "step"
},
{
"content": "Stirs the soup.",
"related_timespan": [
164.... | 360.166667 |
972f660f-27ad-49ae-bf00-8da9d6d8d708-1080-1440.mp4 | 972f660f-27ad-49ae-bf00-8da9d6d8d708-1080-1440.mp4 | [
{
"content": "How do you check the condition of soup while cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Checks the soup.",
"related_timespan": [
93.55,
99.08
],
"reply_timespan": [
93.55,
100.08
],
"role": "assistant",
"type": "step"
},
{
"content": "Checks the soup.",
"related_timespan": [
238.62,
241.27
],
"reply_times... | 360.166667 |
972f660f-27ad-49ae-bf00-8da9d6d8d708-1440-1800.mp4 | 972f660f-27ad-49ae-bf00-8da9d6d8d708-1440-1800.mp4 | [
{
"content": "What actions are taken to mix the soup during its preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stirring the soup.",
"related_timespan": [
14.97,
48.18
],
"reply_timespan": [
14.97,
49.18
],
"role": "assistant",
"type": "step"
},
{
"content": "Stirring the soup.",
"related_timespan": [
104.87,
119.79
],
"reply_ti... | 360 |
0a01978c-e16d-4587-95f1-49efa3ab15d9-0-360.mp4 | 0a01978c-e16d-4587-95f1-49efa3ab15d9-0-360.mp4 | [
{
"content": "What are the steps involved in removing pancakes from oil and preparing them for serving?",
"role": "user",
"time": 0
}
] | [
{
"content": "Turns over pancake in the oil, which is a preparatory step before removing it from the oil.",
"related_timespan": [
29.15,
33.61
],
"reply_timespan": [
29.15,
34.61
],
"role": "assistant",
"type": "substep"
},
{
"content": "Takes out pancake ... | 360.166667 |
0a01978c-e16d-4587-95f1-49efa3ab15d9-360-720.mp4 | 0a01978c-e16d-4587-95f1-49efa3ab15d9-360-720.mp4 | [
{
"content": "What steps are taken to handle pancakes after cooking in oil?",
"role": "user",
"time": 0
}
] | [
{
"content": "The pancake is taken out from the frying oil and placed on a draining tissue.",
"related_timespan": [
344.6,
353.32
],
"reply_timespan": [
344.6,
354.32
],
"role": "assistant",
"type": "substep"
}
] | 360.166667 |
0a01978c-e16d-4587-95f1-49efa3ab15d9-720-1080.mp4 | 0a01978c-e16d-4587-95f1-49efa3ab15d9-720-1080.mp4 | [
{
"content": "What are the steps involved in adding nuts to the pancake?",
"role": "user",
"time": 0
}
] | [
{
"content": "Cracks nuts in mortar.",
"related_timespan": [
140.89,
176.83
],
"reply_timespan": [
140.89,
177.83
],
"role": "assistant",
"type": "substep"
},
{
"content": "Adds nuts on the pancake.",
"related_timespan": [
177.9,
188.59
... | 360.166667 |
0a01978c-e16d-4587-95f1-49efa3ab15d9-1080-1440.mp4 | 0a01978c-e16d-4587-95f1-49efa3ab15d9-1080-1440.mp4 | [
{
"content": "What are the different ways the pancakes are served or prepared for serving?",
"role": "user",
"time": 0
}
] | [
{
"content": "Takes out the pancake.",
"related_timespan": [
23.14,
28.66
],
"reply_timespan": [
23.14,
29.66
],
"role": "assistant",
"type": "substep"
},
{
"content": "Places the pancake inside syrup after checking the texture of the pancake.",
"relat... | 360.166667 |
0a01978c-e16d-4587-95f1-49efa3ab15d9-1440-1800.mp4 | 0a01978c-e16d-4587-95f1-49efa3ab15d9-1440-1800.mp4 | [
{
"content": "What are the steps involved in preparing and handling pancakes after frying them in oil?",
"role": "user",
"time": 0
}
] | [
{
"content": "Turns the pancake in the cooking oil during frying.",
"related_timespan": [
13.29,
16.5
],
"reply_timespan": [
13.29,
17.5
],
"role": "assistant",
"type": "substep"
},
{
"content": "Turns the pancake in the cooking oil during frying.",
"r... | 360.166667 |
0a01978c-e16d-4587-95f1-49efa3ab15d9-1800-2160.mp4 | 0a01978c-e16d-4587-95f1-49efa3ab15d9-1800-2160.mp4 | [
{
"content": "How are nuts incorporated into the preparation and serving of the pancakes?",
"role": "user",
"time": 0
}
] | [
{
"content": "Mashes nuts in a mortar.",
"related_timespan": [
0.35000000000000003,
29.06
],
"reply_timespan": [
0.35000000000000003,
30.06
],
"role": "assistant",
"type": "substep"
},
{
"content": "Adds nuts on the pancakes inside the bowl.",
"related... | 360.166667 |
grp-8912a138-6c68-424d-8be5-59e0d4f5c173-0-360.mp4 | grp-8912a138-6c68-424d-8be5-59e0d4f5c173-0-360.mp4 | [
{
"content": "How are different vegetables prepared before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Remove the outer skin from the onion.",
"related_timespan": [
9.99,
78.81
],
"reply_timespan": [
9.99,
79.81
],
"role": "assistant",
"type": "substep"
},
{
"content": "Wash the vegetables using water.",
"related_timespan": [
80.44,
... | 360.166667 |
grp-8912a138-6c68-424d-8be5-59e0d4f5c173-360-720.mp4 | grp-8912a138-6c68-424d-8be5-59e0d4f5c173-360-720.mp4 | [
{
"content": "What steps are taken to prepare and cook meat in this process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Take meat from the refrigerator.",
"related_timespan": [
2.3,
8.86
],
"reply_timespan": [
2.3,
9.86
],
"role": "assistant",
"type": "substep"
},
{
"content": "Stir-fry meat.",
"related_timespan": [
61.32,
136.21
],
"re... | 360.166667 |
grp-8912a138-6c68-424d-8be5-59e0d4f5c173-720-1080.mp4 | grp-8912a138-6c68-424d-8be5-59e0d4f5c173-720-1080.mp4 | [
{
"content": "What steps are involved in preparing the radish?",
"role": "user",
"time": 0
}
] | [
{
"content": "Cut the ends of the radish, slice the outer skin of the radish, and cut the radish.",
"related_timespan": [
34.67,
113.63
],
"reply_timespan": [
34.67,
114.63
],
"role": "assistant",
"type": "substep"
},
{
"content": "Grate radish.",
"rel... | 360.166667 |
106e9447-8a09-4e89-964e-61c927827a56-0-360.mp4 | 106e9447-8a09-4e89-964e-61c927827a56-0-360.mp4 | [
{
"content": "What steps are involved in preparing plum tomatoes for a recipe?",
"role": "user",
"time": 0
}
] | [
{
"content": "Pouring plum tomatoes into a plastic container.",
"related_timespan": [
133.67,
144.08
],
"reply_timespan": [
133.67,
145.08
],
"role": "assistant",
"type": "substep"
},
{
"content": "Pour oil on plum tomatoes after getting cooking oil from k... | 360.166667 |
106e9447-8a09-4e89-964e-61c927827a56-360-720.mp4 | 106e9447-8a09-4e89-964e-61c927827a56-360-720.mp4 | [
{
"content": "What actions are taken to clean kitchen items?",
"role": "user",
"time": 0
}
] | [
{
"content": "Clean fish pack container with water.",
"related_timespan": [
32.01,
39.14
],
"reply_timespan": [
32.01,
40.14
],
"role": "assistant",
"type": "substep"
},
{
"content": "Washes a pot cover.",
"related_timespan": [
164.36,
170.... | 360.166667 |
b2a1b8ca-99d6-4f26-953f-426e89649e90-2520-2880.mp4 | b2a1b8ca-99d6-4f26-953f-426e89649e90-2520-2880.mp4 | [
{
"content": "What are the steps involved in draining water from rice?",
"role": "user",
"time": 0
}
] | [
{
"content": "Strain water from the rice into a pan and then remove the pan.",
"related_timespan": [
150.77,
284
],
"reply_timespan": [
150.77,
285
],
"role": "assistant",
"type": "substep"
}
] | 360.166667 |
b2a1b8ca-99d6-4f26-953f-426e89649e90-3240-3600.mp4 | b2a1b8ca-99d6-4f26-953f-426e89649e90-3240-3600.mp4 | [
{
"content": "What actions are performed when cooking zucchini in the pot?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stirring the zucchini in the pot with the spatula and adjusting the heat of the firewood stove.",
"related_timespan": [
59.43,
99.54
],
"reply_timespan": [
59.43,
100.54
],
"role": "assistant",
"type": "step"
},
{
"content": "Adjusting the he... | 360.166667 |
b2a1b8ca-99d6-4f26-953f-426e89649e90-3600-3960.mp4 | b2a1b8ca-99d6-4f26-953f-426e89649e90-3600-3960.mp4 | [
{
"content": "How is zucchini handled during the cooking process according to the actions listed?",
"role": "user",
"time": 0
}
] | [
{
"content": "Zucchini is stirred in the pot with a spatula.",
"related_timespan": [
10.75,
25.04
],
"reply_timespan": [
10.75,
26.04
],
"role": "assistant",
"type": "substep"
},
{
"content": "Zucchini is stirred in the pot with a spatula.",
"related_t... | 360.166667 |
c5938442-90c1-413c-be06-186222d8274f-0-360.mp4 | c5938442-90c1-413c-be06-186222d8274f-0-360.mp4 | [
{
"content": "What steps are taken to prepare the frying pan before cooking mushrooms?",
"role": "user",
"time": 0
}
] | [
{
"content": "Heating the frying pan.",
"related_timespan": [
5.14,
28.58
],
"reply_timespan": [
5.14,
29.58
],
"role": "assistant",
"type": "step"
},
{
"content": "Adding oil in the frying pan.",
"related_timespan": [
82.84,
97.24
],
... | 360.166667 |
c5938442-90c1-413c-be06-186222d8274f-360-720.mp4 | c5938442-90c1-413c-be06-186222d8274f-360-720.mp4 | [
{
"content": "What ingredients are added during the process of making a stir-fried vegetable and rice dish?",
"role": "user",
"time": 0
}
] | [
{
"content": "Carrot is added into the frying pan.",
"related_timespan": [
0.15,
22.9
],
"reply_timespan": [
0.15,
23.9
],
"role": "assistant",
"type": "substep"
},
{
"content": "Cucumber is added into the vegetables in the frying pan.",
"related_times... | 360.166667 |
c5938442-90c1-413c-be06-186222d8274f-720-1080.mp4 | c5938442-90c1-413c-be06-186222d8274f-720-1080.mp4 | [
{
"content": "What ingredients are added to the stir fried rice during cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Rice and other vegetables are added and fried together.",
"related_timespan": [
80.96,
148.16
],
"reply_timespan": [
80.96,
149.16
],
"role": "assistant",
"type": "step"
},
{
"content": "Rice and other vegetables are added and fried together.... | 360.166667 |
eec01ded-9bf6-4da4-b61c-ac6a022e8ce4-0-360.mp4 | eec01ded-9bf6-4da4-b61c-ac6a022e8ce4-0-360.mp4 | [
{
"content": "Which actions are related to preparing broccoli and what do they involve?",
"role": "user",
"time": 0
}
] | [
{
"content": "Sets the broccoli on the chopping board.",
"related_timespan": [
207.8,
215.64
],
"reply_timespan": [
207.8,
216.64
],
"role": "assistant",
"type": "step"
},
{
"content": "Broccoli is added to the strainer.",
"related_timespan": [
2... | 360.166667 |
89af735b-7c13-4366-befe-efd6cd5402ff-0-360.mp4 | 89af735b-7c13-4366-befe-efd6cd5402ff-0-360.mp4 | [
{
"content": "What preparation steps are taken for the golden melon before it is added to the bowl?",
"role": "user",
"time": 0
}
] | [
{
"content": "The outer skin of the golden melon is peeled.",
"related_timespan": [
41.12,
112.74
],
"reply_timespan": [
41.12,
113.74
],
"role": "assistant",
"type": "substep"
},
{
"content": "The golden melon is diced and placed into a bowl.",
"relat... | 360.166667 |
89af735b-7c13-4366-befe-efd6cd5402ff-720-1080.mp4 | 89af735b-7c13-4366-befe-efd6cd5402ff-720-1080.mp4 | [
{
"content": "How is the pan prepared for cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Oil is added to the pan.",
"related_timespan": [
283.66,
292.21
],
"reply_timespan": [
283.66,
293.21
],
"role": "assistant",
"type": "substep"
},
{
"content": "The heat temperature of the gas is set.",
"related_timespan": [
292.21,... | 360.166667 |
89af735b-7c13-4366-befe-efd6cd5402ff-1080-1440.mp4 | 89af735b-7c13-4366-befe-efd6cd5402ff-1080-1440.mp4 | [
{
"content": "What seasonings and flavorings are added to the vegetable stir fry during its preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Shredded cabbage is added into the stir fry sauce.",
"related_timespan": [
56.82,
98.32
],
"reply_timespan": [
56.82,
99.32
],
"role": "assistant",
"type": "substep"
},
{
"content": "Ground curry powder is added into the vegetable stir fry.",... | 360.166667 |
002c3b5c-ed86-4af3-99a1-4b497b7c8a86-0-360.mp4 | 002c3b5c-ed86-4af3-99a1-4b497b7c8a86-0-360.mp4 | [
{
"content": "How are the potatoes prepared before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The potatoes are first taken out of storage and then washed under running water.",
"related_timespan": [
70.89,
151.48
],
"reply_timespan": [
70.89,
152.48
],
"role": "assistant",
"type": "step"
}
] | 360.166667 |
002c3b5c-ed86-4af3-99a1-4b497b7c8a86-360-720.mp4 | 002c3b5c-ed86-4af3-99a1-4b497b7c8a86-360-720.mp4 | [
{
"content": "What are the different ways the potato is prepared before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "The potato is cleaned.",
"related_timespan": [
45.67,
52.82
],
"reply_timespan": [
45.67,
53.82
],
"role": "assistant",
"type": "substep"
},
{
"content": "The potato is cut.",
"related_timespan": [
53.05,
169.72
],
"re... | 360.166667 |
002c3b5c-ed86-4af3-99a1-4b497b7c8a86-720-1080.mp4 | 002c3b5c-ed86-4af3-99a1-4b497b7c8a86-720-1080.mp4 | [
{
"content": "What steps are involved in preparing a flour mixture?",
"role": "user",
"time": 0
}
] | [
{
"content": "Remove flour from fridge, add flour in water.",
"related_timespan": [
78.41,
107.54
],
"reply_timespan": [
78.41,
108.54
],
"role": "assistant",
"type": "step"
},
{
"content": "Mix flour in bowl.",
"related_timespan": [
121.11,
... | 360.166667 |
002c3b5c-ed86-4af3-99a1-4b497b7c8a86-1440-1800.mp4 | 002c3b5c-ed86-4af3-99a1-4b497b7c8a86-1440-1800.mp4 | [
{
"content": "How are chopped potatoes prepared and cooked in this process?",
"role": "user",
"time": 0
}
] | [
{
"content": "Chopped potatoes are added into a pan and stirred as they are sautéed.",
"related_timespan": [
34.32,
71.32
],
"reply_timespan": [
34.32,
72.32
],
"role": "assistant",
"type": "step"
},
{
"content": "The sautéed potatoes are served.",
"re... | 360.166667 |
002c3b5c-ed86-4af3-99a1-4b497b7c8a86-1800-2160.mp4 | 002c3b5c-ed86-4af3-99a1-4b497b7c8a86-1800-2160.mp4 | [
{
"content": "What are the steps taken to prepare the potatoes?",
"role": "user",
"time": 0
}
] | [
{
"content": "Saute chopped potatoes.",
"related_timespan": [
22.43,
70.43
],
"reply_timespan": [
22.43,
71.43
],
"role": "assistant",
"type": "step"
},
{
"content": "Serve sauteed potatoes.",
"related_timespan": [
70.59,
137.82
],
... | 360.166667 |
002c3b5c-ed86-4af3-99a1-4b497b7c8a86-2160-2520.mp4 | 002c3b5c-ed86-4af3-99a1-4b497b7c8a86-2160-2520.mp4 | [
{
"content": "What actions are taken to prepare a carrot before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Gather carrot.",
"related_timespan": [
208.65,
231.18
],
"reply_timespan": [
208.65,
232.18
],
"role": "assistant",
"type": "substep"
},
{
"content": "Scrape off outer skin of carrot.",
"related_timespan": [
231.75,
277.24
... | 360.166667 |
1a327b0c-b78b-4ae2-add0-49334bccddcd-0-360.mp4 | 1a327b0c-b78b-4ae2-add0-49334bccddcd-0-360.mp4 | [
{
"content": "What are the steps involved in preparing and serving baby food?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stir baby food in a pot.",
"related_timespan": [
31.88,
43.13
],
"reply_timespan": [
31.88,
44.13
],
"role": "assistant",
"type": "step"
},
{
"content": "Serve baby food.",
"related_timespan": [
73.46,
136.04
],
"reply... | 360.166667 |
1a327b0c-b78b-4ae2-add0-49334bccddcd-360-720.mp4 | 1a327b0c-b78b-4ae2-add0-49334bccddcd-360-720.mp4 | [
{
"content": "What steps are involved in seasoning the chips?",
"role": "user",
"time": 0
}
] | [
{
"content": "Add salt to the chips.",
"related_timespan": [
100.14,
126.05
],
"reply_timespan": [
100.14,
127.05
],
"role": "assistant",
"type": "substep"
},
{
"content": "Add curry powder to the chip.",
"related_timespan": [
127.91,
153.7... | 360.166667 |
1558e9f2-d7f3-4a23-9627-4240f506d7df-360-720.mp4 | 1558e9f2-d7f3-4a23-9627-4240f506d7df-360-720.mp4 | [
{
"content": "What steps are involved in shaping dough during preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stretching the dough as part of the shaping process.",
"related_timespan": [
12.43,
23.88
],
"reply_timespan": [
12.43,
24.88
],
"role": "assistant",
"type": "substep"
},
{
"content": "Rolling out dough on the table with a roller to achieve t... | 360.166667 |
1558e9f2-d7f3-4a23-9627-4240f506d7df-1440-1800.mp4 | 1558e9f2-d7f3-4a23-9627-4240f506d7df-1440-1800.mp4 | [
{
"content": "What steps involve preparing the dough before adding fillings?",
"role": "user",
"time": 0
}
] | [
{
"content": "Flip the dough on the table.",
"related_timespan": [
13.3,
19.13
],
"reply_timespan": [
13.3,
20.13
],
"role": "assistant",
"type": "substep"
},
{
"content": "Roll out the dough on the table with a roller.",
"related_timespan": [
19... | 360.166667 |
74e37c3b-9b5d-41ef-a806-61000cb6857c-360-720.mp4 | 74e37c3b-9b5d-41ef-a806-61000cb6857c-360-720.mp4 | [
{
"content": "How is oil used during the preparation of dough?",
"role": "user",
"time": 0
}
] | [
{
"content": "Oil is used while kneading the dough.",
"related_timespan": [
64.96,
101.62
],
"reply_timespan": [
64.96,
102.62
],
"role": "assistant",
"type": "substep"
},
{
"content": "Oil is used while molding the dough.",
"related_timespan": [
... | 360.166667 |
26f1c77e-814e-4609-ad67-12447d1627e1-0-360.mp4 | 26f1c77e-814e-4609-ad67-12447d1627e1-0-360.mp4 | [
{
"content": "What steps are involved in cooking sausages in a pan?",
"role": "user",
"time": 0
}
] | [
{
"content": "Heat butter in a pan by adding butter to the pan and stirring it.",
"related_timespan": [
3.96,
58.8
],
"reply_timespan": [
3.96,
59.8
],
"role": "assistant",
"type": "substep"
},
{
"content": "Add sausages to the pan.",
"related_timespan... | 360.166667 |
26f1c77e-814e-4609-ad67-12447d1627e1-360-720.mp4 | 26f1c77e-814e-4609-ad67-12447d1627e1-360-720.mp4 | [
{
"content": "What steps are involved in cooking sausages in a pan?",
"role": "user",
"time": 0
}
] | [
{
"content": "Turn the sausages over in the pan during cooking.",
"related_timespan": [
19.16,
42.3
],
"reply_timespan": [
19.16,
43.3
],
"role": "assistant",
"type": "step"
},
{
"content": "Turn the sausages over in the pan and move the pan to another sto... | 360.166667 |
26f1c77e-814e-4609-ad67-12447d1627e1-720-1080.mp4 | 26f1c77e-814e-4609-ad67-12447d1627e1-720-1080.mp4 | [
{
"content": "How are the sausages cooked according to the provided actions?",
"role": "user",
"time": 0
}
] | [
{
"content": "The sausages are cooked in the pan over medium heat.",
"related_timespan": [
1.92,
48.77
],
"reply_timespan": [
1.92,
49.77
],
"role": "assistant",
"type": "step"
},
{
"content": "The sausages are cooked in the pan over medium heat.",
"re... | 360.166667 |
acc6839e-9d6d-46db-921b-51812834d3b2-0-360.mp4 | acc6839e-9d6d-46db-921b-51812834d3b2-0-360.mp4 | [
{
"content": "What ingredients are added to the sauce during its preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "Cinnamon is added to the sauce.",
"related_timespan": [
212.21,
229.09
],
"reply_timespan": [
212.21,
230.09
],
"role": "assistant",
"type": "substep"
},
{
"content": "Diced vegetables are added into the pot.",
"related_timespan": [
... | 360.166667 |
acc6839e-9d6d-46db-921b-51812834d3b2-360-720.mp4 | acc6839e-9d6d-46db-921b-51812834d3b2-360-720.mp4 | [
{
"content": "What steps are involved in preparing vegetable sauce in the pot?",
"role": "user",
"time": 0
}
] | [
{
"content": "Stir the sauce in the pot.",
"related_timespan": [
2.25,
14.84
],
"reply_timespan": [
2.25,
15.84
],
"role": "assistant",
"type": "substep"
},
{
"content": "Add salt to vegetable sauce.",
"related_timespan": [
27.44,
41.65
... | 360.166667 |
e7742d04-2dc5-4046-9d0c-d45c6fe74d25-0-360.mp4 | e7742d04-2dc5-4046-9d0c-d45c6fe74d25-0-360.mp4 | [
{
"content": "What are the different ways cheese is added to soup during preparation?",
"role": "user",
"time": 0
}
] | [
{
"content": "The cheese is unwrapped, possibly in preparation to be added to the soup.",
"related_timespan": [
3.96,
15.33
],
"reply_timespan": [
3.96,
16.33
],
"role": "assistant",
"type": "substep"
},
{
"content": "The cheese is grated, which may be bef... | 360.166667 |
e6f1accd-e18d-43ec-b854-e7633b15cbf7-360-720.mp4 | e6f1accd-e18d-43ec-b854-e7633b15cbf7-360-720.mp4 | [
{
"content": "What steps are involved in preparing green chili peppers?",
"role": "user",
"time": 0
}
] | [
{
"content": "Rinse green chili pepper in water.",
"related_timespan": [
245.66,
268.33
],
"reply_timespan": [
245.66,
269.33
],
"role": "assistant",
"type": "substep"
},
{
"content": "Cut green chili pepper into tray.",
"related_timespan": [
268... | 360.166667 |
e6f1accd-e18d-43ec-b854-e7633b15cbf7-720-1080.mp4 | e6f1accd-e18d-43ec-b854-e7633b15cbf7-720-1080.mp4 | [
{
"content": "What steps are taken to prepare onions before slicing them?",
"role": "user",
"time": 0
}
] | [
{
"content": "Peel off the outer skin of the onion.",
"related_timespan": [
0.59,
55
],
"reply_timespan": [
0.59,
56
],
"role": "assistant",
"type": "substep"
},
{
"content": "Add the onion into a bowl of water.",
"related_timespan": [
55,
... | 360.166667 |
d20f6551-0272-4a69-8b02-da7ffcf29e0f-0-360.mp4 | d20f6551-0272-4a69-8b02-da7ffcf29e0f-0-360.mp4 | [
{
"content": "What are the steps involved in preparing a leek before cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Remove leek root.",
"related_timespan": [
53.44,
78.58
],
"reply_timespan": [
53.44,
79.58
],
"role": "assistant",
"type": "substep"
},
{
"content": "Cut the leek and remove the leek green.",
"related_timespan": [
78.58,
116.8... | 360.166667 |
d20f6551-0272-4a69-8b02-da7ffcf29e0f-360-720.mp4 | d20f6551-0272-4a69-8b02-da7ffcf29e0f-360-720.mp4 | [
{
"content": "What steps are taken to prepare garlic before it is used in cooking?",
"role": "user",
"time": 0
}
] | [
{
"content": "Take the garlic out of the clove.",
"related_timespan": [
55.12,
74.38
],
"reply_timespan": [
55.12,
75.38
],
"role": "assistant",
"type": "substep"
},
{
"content": "Peel the skin off the garlic.",
"related_timespan": [
89.73,
... | 360.166667 |
d20f6551-0272-4a69-8b02-da7ffcf29e0f-720-1080.mp4 | d20f6551-0272-4a69-8b02-da7ffcf29e0f-720-1080.mp4 | [
{
"content": "What steps are followed to prepare vegetable stock?",
"role": "user",
"time": 0
}
] | [
{
"content": "Check the recipe in the manual.",
"related_timespan": [
120.78,
140.11
],
"reply_timespan": [
120.78,
141.11
],
"role": "assistant",
"type": "step"
},
{
"content": "Add hot water to a cup.",
"related_timespan": [
188.47,
194.4... | 360.166667 |
grp-cec778f9-9b54-4b67-b013-116378fd7a85-0-360.mp4 | grp-cec778f9-9b54-4b67-b013-116378fd7a85-0-360.mp4 | [
{
"content": "What are the steps taken to prepare rice before cooking it?",
"role": "user",
"time": 0
}
] | [
{
"content": "Open the bag of rice.",
"related_timespan": [
2.27,
9.51
],
"reply_timespan": [
2.27,
10.51
],
"role": "assistant",
"type": "substep"
},
{
"content": "Measure the rice with a measuring cup.",
"related_timespan": [
17.37,
33.95... | 360.166667 |
End of preview.
YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Introduction
ProactiveVideoQA is the first comprehensive benchmark designed to evaluate a system's ability to engage in proactive interaction in multimodal dialogue settings. Unlike traditional turn-by-turn dialogue systems, in proactive intraction model need to determine when to repsond during the playback, so both response timing and response textual content are important points for evaluation.
Dataset Statistics
ProactiveVideoQA contains 4 tasks:
Proactive web-video QA
[WEB]: centering on general web-video understanding.Proactive ego-centric video QA
[EGO]: centering on first-person-view video comprehension, particularly relevant in robotics and daily assistant applications.Proactive TV-series video QA
[TV]: emphasizing dialogue and social relationship understanding with speech input, andProactive video anomaly detection
[VAD]targeting surveillance video monitoring and alerting.
- 1377 videos from different sources
- 1427 different qeustions, and 3510 ground truth reply turns
- Fully proactive questions and open-ended answers ✅
Data Format
Each test example in {dataset}/anno.json has the following format:
{
"question_id": "OSfMU69X3C4.7.mp4", // unique identifier for this test example
"video": "OSfMU69X3C4.7.mp4", // video file name in `video` folder
"conversation": [ // model input
{"role": "user", "time": 0, "content": "What are the people doing in the office?"}
],
"answer": [ // expected model output
{ // model are expected to reply with the content in the reply timespan
"role": "assistant", "content": "People are working at workstations.",
"reply_timespan": [0.0, 9.88]
},
{ ... }
]
}
Citation
@misc{wang2025proactivevideoqacomprehensivebenchmarkevaluating,
title={ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models},
author={Yueqian Wang and Xiaojun Meng and Yifan Wang and Huishuai Zhang and Dongyan Zhao},
year={2025},
eprint={2507.09313},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2507.09313},
}
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