initiacms/OmniEarth-Bench_MCQ

Dataset Summary

Each example provides:

Field	Type	Description
index	int32	Row ID
query	string	Prompt that embeds both the image context and the instruction template
question	string	Human-readable question without answer options
question_type	string	"Single Choice", "Multiple Choice"
options	list[string]	letter-labelled options
answer	string	Correct letter
image	list[Image]	Images for each question, range from 1 to more than 20
L1-task..L4-task	string	Hierarchical task taxonomy
Dataset	string	Source catalogue

Data Structure and Sample

>>> ds = load_dataset(<dataset name>)
DatasetDict({
    train: Dataset({
        features: ['index', 'query', 'question', 'question_type', 'multi-choice options', 'answer', 'image', 'L1-task', 'L2-task', 'L3-task', 'L4-task', 'Dataset'],
        num_rows: 29649
    })
})
>>> ds['train'].features
{'index': Value(dtype='int32', id=None),
 'query': Value(dtype='string', id=None),
 'question': Value(dtype='string', id=None),
 'question_type': Value(dtype='string', id=None),
 'multi-choice options': [Value(dtype='string', id=None)],
 'answer': Value(dtype='string', id=None),
 'image': Sequence(feature=Image(mode=None, decode=True, id=None), length=-1, id=None),
 'L1-task': Value(dtype='string', id=None),
 'L2-task': Value(dtype='string', id=None),
 'L3-task': Value(dtype='string', id=None),
 'L4-task': Value(dtype='string', id=None),
 'Dataset': Value(dtype='string', id=None)}
>>> ds['train'][0]
{'index': 0,
 'query': "You are given visualization for monthly global climate anomaly of temperature and precipitation in 2010. What ENSO transition occurred during 2010?\nThe choices are listed below:\n(A) Transition from La Niña to El Niño\n(B) Transition from El Niño to La Niña\n(C) No ENSO transition occurred\n(D) Continued La Niña throughout the year\n(E) Unable to decide\n",
 'question': 'You are given visualization for monthly global climate anomaly of temperature and precipitation in 2010. What ENSO transition occurred during 2010?',
 'question_type': 'Single Choice',
 'multi-choice options': ['(A) Transition from La Niña to El Niño',
  '(B) Transition from El Niño to La Niña',
  '(C) No ENSO transition occurred',
  '(D) Continued La Niña throughout the year',
  '(E) Unable to decide'],
 'answer': 'B',
 'image': [<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>,
  <PIL.PngImagePlugin.PngImageFile image mode=RGBA size=650x534>],
 'L1-task': 'Atmosphere',
 'L2-task': 'Interannual climate variation',
 'L3-task': 'Perception',
 'L4-task': 'ENSO feature analysis',
 'Dataset': 'NOAA_reports'}