metadata
license: cc
task_categories:
- text-classification
- zero-shot-classification
- feature-extraction
- text2text-generation
- sentence-similarity
task_ids:
- multi-label-classification
- multi-class-classification
annotations_creators:
- expert-generated
language_creators:
- expert-generated
language:
- en
multilinguality:
- monolingual
source_datasets:
- original
pretty_name: Multilingual classification of European Skills, Competences, and Occupations
size_categories:
- n<1K
dataset_info:
- config_name: esco_en
features:
- name: ISCO_CODE_1
dtype:
class_label:
names:
'0': '0'
'1': '1'
'2': '2'
'3': '3'
'4': '4'
'5': '5'
'6': '6'
'7': '7'
'8': '8'
'9': '9'
- name: ISCO_LABEL_1
dtype: string
- name: ISCO_DEFINITION_1
dtype: string
- name: ISCO_CODE_2
dtype: string
- name: ISCO_LABEL_2
dtype: string
- name: ISCO_DEFINITION_2
dtype: string
- name: ISCO_CODE_3
dtype: string
- name: ISCO_LABEL_3
dtype: string
- name: ISCO_CODE_4
dtype: string
- name: ISCO_LABEL_4
dtype: string
- name: ISCO_DEFINITION_4
dtype: string
- name: ISCO_CODES
sequence: string
- name: ISCO_LABELS
sequence: string
- name: ESCO_CODE
dtype: string
- name: ESCO_LABELS
sequence: string
- name: ESCO_OCCUPATION
dtype: string
- name: ESCO_DESCRIPTION
dtype: string
- name: LANGUAGE
dtype: string
splits:
- name: train
num_examples: 2413
- name: test
num_examples: 604
configs:
- config_name: esco_en
data_files:
- split: train
path: data/en/train.parquet
- split: test
path: data/en/test.parquet
default: true
train-eval-index:
- config: esco_en
task: text-classification
task_id: multi_class_classification
splits:
train_split: train
eval_split: test
col_mapping:
ESCO_DESCRIPTION: text
ISCO_CODE_4: target
metrics:
- type: accuracy
name: Accuracy
- type: f1
name: F1 macro
args:
average: macro
- type: f1
name: F1 micro
args:
average: micro
- type: f1
name: F1 weighted
args:
average: weighted
- type: precision
name: Precision macro
args:
average: macro
- type: precision
name: Precision micro
args:
average: micro
- type: precision
name: Precision weighted
args:
average: weighted
- type: recall
name: Recall macro
args:
average: macro
- type: recall
name: Recall micro
args:
average: micro
- type: recall
name: Recall weighted
args:
average: weighted
- type: danieldux/isco_hierarchical_accuracy
name: ISCO Hierarchical Accuracy