Datasets:
sofc_materials_articles

- {"default": {"description": "The SOFC-Exp corpus consists of 45 open-access scholarly articles annotated by domain experts.\nA corpus and an inter-annotator agreement study demonstrate the complexity of the suggested\nnamed entity recognition and slot filling tasks as well as high annotation quality is presented\nin the accompanying paper.\n", "citation": "@misc{friedrich2020sofcexp,\n title={The SOFC-Exp Corpus and Neural Approaches to Information Extraction in the Materials Science Domain},\n author={Annemarie Friedrich and Heike Adel and Federico Tomazic and Johannes Hingerl and Renou Benteau and Anika Maruscyk and Lukas Lange},\n year={2020},\n eprint={2006.03039},\n archivePrefix={arXiv},\n primaryClass={cs.CL}\n}\n", "homepage": "https://arxiv.org/abs/2006.03039", "license": "", "features": {"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"}}, "post_processed": null, "supervised_keys": null, "builder_name": "sofc_materials_articles", "config_name": "default", "version": {"version_str": "1.1.0", "description": null, "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 7402373, "num_examples": 26, "dataset_name": "sofc_materials_articles"}, "test": {"name": "test", "num_bytes": 2650700, "num_examples": 11, "dataset_name": "sofc_materials_articles"}, "validation": {"name": "validation", "num_bytes": 1993857, "num_examples": 8, "dataset_name": "sofc_materials_articles"}}, "download_checksums": {"https://github.com/boschresearch/sofc-exp_textmining_resources/archive/master.zip": {"num_bytes": 3733137, "checksum": "8f55da5c16b4e91e484b4f6e4eee89f3b2773fa586a649c639eb1c66e3323deb"}}, "download_size": 3733137, "post_processing_size": null, "dataset_size": 12046930, "size_in_bytes": 15780067}}