参考文献:
次のコマンドを使用して、このデータセットを TFDS にロードします。
ds = tfds.load('huggingface:sofc_materials_articles')
- 説明：
The SOFC-Exp corpus consists of 45 open-access scholarly articles annotated by domain experts.
A corpus and an inter-annotator agreement study demonstrate the complexity of the suggested
named entity recognition and slot filling tasks as well as high annotation quality is presented
in the accompanying paper.
- ライセンス: 不明なライセンス
- バージョン: 1.1.0
- 分割:
| スプリット | 例 |
|---|---|
'test' | 11 |
'train' | 26 |
'validation' | 8 |
- 特徴：
{
"text": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"sentence_offsets": {
"feature": {
"begin_char_offset": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_char_offset": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"sentences": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"sentence_labels": {
"feature": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"token_offsets": {
"feature": {
"offsets": {
"feature": {
"begin_char_offset": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_char_offset": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"tokens": {
"feature": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"entity_labels": {
"feature": {
"feature": {
"num_classes": 9,
"names": [
"B-DEVICE",
"B-EXPERIMENT",
"B-MATERIAL",
"B-VALUE",
"I-DEVICE",
"I-EXPERIMENT",
"I-MATERIAL",
"I-VALUE",
"O"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"slot_labels": {
"feature": {
"feature": {
"num_classes": 39,
"names": [
"B-anode_material",
"B-cathode_material",
"B-conductivity",
"B-current_density",
"B-degradation_rate",
"B-device",
"B-electrolyte_material",
"B-experiment_evoking_word",
"B-fuel_used",
"B-interlayer_material",
"B-interconnect_material",
"B-open_circuit_voltage",
"B-power_density",
"B-resistance",
"B-support_material",
"B-thickness",
"B-time_of_operation",
"B-voltage",
"B-working_temperature",
"I-anode_material",
"I-cathode_material",
"I-conductivity",
"I-current_density",
"I-degradation_rate",
"I-device",
"I-electrolyte_material",
"I-experiment_evoking_word",
"I-fuel_used",
"I-interlayer_material",
"I-interconnect_material",
"I-open_circuit_voltage",
"I-power_density",
"I-resistance",
"I-support_material",
"I-thickness",
"I-time_of_operation",
"I-voltage",
"I-working_temperature",
"O"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"links": {
"feature": {
"relation_label": {
"num_classes": 4,
"names": [
"coreference",
"experiment_variation",
"same_experiment",
"thickness"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"start_span_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_span_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"slots": {
"feature": {
"frame_participant_label": {
"num_classes": 15,
"names": [
"anode_material",
"cathode_material",
"current_density",
"degradation_rate",
"device",
"electrolyte_material",
"fuel_used",
"interlayer_material",
"open_circuit_voltage",
"power_density",
"resistance",
"support_material",
"time_of_operation",
"voltage",
"working_temperature"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"slot_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"spans": {
"feature": {
"span_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"entity_label": {
"num_classes": 4,
"names": [
"",
"DEVICE",
"MATERIAL",
"VALUE"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"sentence_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"experiment_mention_type": {
"num_classes": 5,
"names": [
"",
"current_exp",
"future_work",
"general_info",
"previous_work"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"begin_char_offset": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_char_offset": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"experiments": {
"feature": {
"experiment_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"span_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"slots": {
"feature": {
"frame_participant_label": {
"num_classes": 16,
"names": [
"anode_material",
"cathode_material",
"current_density",
"degradation_rate",
"conductivity",
"device",
"electrolyte_material",
"fuel_used",
"interlayer_material",
"open_circuit_voltage",
"power_density",
"resistance",
"support_material",
"time_of_operation",
"voltage",
"working_temperature"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"slot_id": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
}