Datasets:
Formats:
parquet
Languages:
Korean
Size:
10K - 100K
Tags:
question-answering
multiple-choice
technical-certification
architecture
engineering
construction
License:
| language: | |
| - ko | |
| license: cc-by-nc-4.0 | |
| size_categories: | |
| - 10K<n<100K | |
| task_categories: | |
| - question-answering | |
| - multiple-choice | |
| pretty_name: kocem | |
| dataset_info: | |
| - config_name: Architectural_Planning | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 12457 | |
| num_examples: 3 | |
| - name: extra | |
| num_bytes: 482201 | |
| num_examples: 1586 | |
| - name: test | |
| num_bytes: 153280 | |
| num_examples: 464 | |
| - name: val | |
| num_bytes: 43258 | |
| num_examples: 41 | |
| download_size: 691196 | |
| dataset_size: 268560 | |
| - config_name: Building_System | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 13755 | |
| num_examples: 5 | |
| - name: extra | |
| num_bytes: 1438058 | |
| num_examples: 3784 | |
| - name: test | |
| num_bytes: 174323 | |
| num_examples: 377 | |
| - name: val | |
| num_bytes: 49127 | |
| num_examples: 49 | |
| download_size: 1675263 | |
| dataset_size: 540048 | |
| - config_name: Construction_Management | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 13509 | |
| num_examples: 5 | |
| - name: extra | |
| num_bytes: 190170 | |
| num_examples: 481 | |
| - name: test | |
| num_bytes: 159869 | |
| num_examples: 494 | |
| - name: val | |
| num_bytes: 27966 | |
| num_examples: 34 | |
| download_size: 391514 | |
| dataset_size: 130320 | |
| - config_name: Industry_Jargon | |
| splits: | |
| - name: dev | |
| num_bytes: 12725 | |
| num_examples: 6 | |
| - name: extra | |
| num_bytes: 7772 | |
| num_examples: 1 | |
| - name: test | |
| num_bytes: 48863 | |
| num_examples: 576 | |
| - name: val | |
| num_bytes: 17389 | |
| num_examples: 57 | |
| download_size: 86749 | |
| dataset_size: 92632 | |
| - config_name: Interior | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 13443 | |
| num_examples: 6 | |
| - name: extra | |
| num_bytes: 175897 | |
| num_examples: 587 | |
| - name: test | |
| num_bytes: 123934 | |
| num_examples: 359 | |
| - name: val | |
| num_bytes: 40569 | |
| num_examples: 46 | |
| download_size: 353843 | |
| dataset_size: 128272 | |
| - config_name: Materials | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 37447 | |
| num_examples: 8 | |
| - name: extra | |
| num_bytes: 1048115 | |
| num_examples: 4827 | |
| - name: test | |
| num_bytes: 126253 | |
| num_examples: 408 | |
| - name: val | |
| num_bytes: 24627 | |
| num_examples: 43 | |
| download_size: 1236442 | |
| dataset_size: 677136 | |
| - config_name: Safety_Management | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 21290 | |
| num_examples: 5 | |
| - name: extra | |
| num_bytes: 2070720 | |
| num_examples: 5330 | |
| - name: test | |
| num_bytes: 181705 | |
| num_examples: 381 | |
| - name: val | |
| num_bytes: 42755 | |
| num_examples: 41 | |
| download_size: 2316470 | |
| dataset_size: 737424 | |
| - config_name: Standard_Nomenclature | |
| splits: | |
| - name: dev | |
| num_bytes: 13155 | |
| num_examples: 4 | |
| - name: extra | |
| num_bytes: 8199764 | |
| num_examples: 41318 | |
| - name: test | |
| num_bytes: 100197 | |
| num_examples: 447 | |
| - name: val | |
| num_bytes: 21191 | |
| num_examples: 44 | |
| download_size: 8334307 | |
| dataset_size: 5687096 | |
| - config_name: Structural_Engineering | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: options | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: explanation | |
| dtype: string | |
| - name: image | |
| dtype: image | |
| - name: question_type | |
| dtype: string | |
| - name: field | |
| dtype: string | |
| - name: subfield | |
| dtype: string | |
| - name: korean_national_technical_certification | |
| dtype: string | |
| - name: exam | |
| dtype: string | |
| - name: date | |
| dtype: string | |
| - name: subject | |
| dtype: string | |
| - name: human_acc | |
| dtype: float32 | |
| - name: difficulty | |
| dtype: string | |
| - name: answer_key | |
| dtype: string | |
| splits: | |
| - name: dev | |
| num_bytes: 35354 | |
| num_examples: 2 | |
| - name: extra | |
| num_bytes: 1048934 | |
| num_examples: 558 | |
| - name: test | |
| num_bytes: 721525 | |
| num_examples: 358 | |
| - name: val | |
| num_bytes: 85515 | |
| num_examples: 38 | |
| download_size: 1891328 | |
| dataset_size: 122896 | |
| configs: | |
| - config_name: Architectural_Planning | |
| data_files: | |
| - split: dev | |
| path: Architectural_Planning/dev_Architectural_Planning.parquet | |
| - split: extra | |
| path: Architectural_Planning/extra_Architectural_Planning.parquet | |
| - split: test | |
| path: Architectural_Planning/test_Architectural_Planning.parquet | |
| - split: val | |
| path: Architectural_Planning/val_Architectural_Planning.parquet | |
| - config_name: Building_System | |
| data_files: | |
| - split: dev | |
| path: Building_System/dev_Building_System.parquet | |
| - split: extra | |
| path: Building_System/extra_Building_System.parquet | |
| - split: test | |
| path: Building_System/test_Building_System.parquet | |
| - split: val | |
| path: Building_System/val_Building_System.parquet | |
| - config_name: Construction_Management | |
| data_files: | |
| - split: dev | |
| path: Construction_Management/dev_Construction_Management.parquet | |
| - split: extra | |
| path: Construction_Management/extra_Construction_Management.parquet | |
| - split: test | |
| path: Construction_Management/test_Construction_Management.parquet | |
| - split: val | |
| path: Construction_Management/val_Construction_Management.parquet | |
| - config_name: Interior | |
| data_files: | |
| - split: dev | |
| path: Interior/dev_Interior.parquet | |
| - split: extra | |
| path: Interior/extra_Interior.parquet | |
| - split: test | |
| path: Interior/test_Interior.parquet | |
| - split: val | |
| path: Interior/val_Interior.parquet | |
| - config_name: Industry_Jargon | |
| data_files: | |
| - split: dev | |
| path: Industry_Jargon/dev_Industry_Jargon.parquet | |
| - split: extra | |
| path: Industry_Jargon/extra_Industry_Jargon.parquet | |
| - split: test | |
| path: Industry_Jargon/test_Industry_Jargon.parquet | |
| - split: val | |
| path: Industry_Jargon/val_Industry_Jargon.parquet | |
| - config_name: Materials | |
| data_files: | |
| - split: dev | |
| path: Materials/dev_Materials.parquet | |
| - split: extra | |
| path: Materials/extra_Materials.parquet | |
| - split: test | |
| path: Materials/test_Materials.parquet | |
| - split: val | |
| path: Materials/val_Materials.parquet | |
| - config_name: Safety_Management | |
| data_files: | |
| - split: dev | |
| path: Safety_Management/dev_Safety_Management.parquet | |
| - split: extra | |
| path: Safety_Management/extra_Safety_Management.parquet | |
| - split: test | |
| path: Safety_Management/test_Safety_Management.parquet | |
| - split: val | |
| path: Safety_Management/val_Safety_Management.parquet | |
| - config_name: Standard_Nomenclature | |
| data_files: | |
| - split: dev | |
| path: Standard_Nomenclature/dev_Standard_Nomenclature.parquet | |
| - split: extra | |
| path: Standard_Nomenclature/extra_Standard_Nomenclature.parquet | |
| - split: test | |
| path: Standard_Nomenclature/test_Standard_Nomenclature.parquet | |
| - split: val | |
| path: Standard_Nomenclature/val_Standard_Nomenclature.parquet | |
| - config_name: Structural_Engineering | |
| data_files: | |
| - split: dev | |
| path: Structural_Engineering/dev_Structural_Engineering.parquet | |
| - split: extra | |
| path: Structural_Engineering/extra_Structural_Engineering.parquet | |
| - split: test | |
| path: Structural_Engineering/test_Structural_Engineering.parquet | |
| - split: val | |
| path: Structural_Engineering/val_Structural_Engineering.parquet | |
| tags: | |
| - question-answering | |
| - multiple-choice | |
| - technical-certification | |
| - architecture | |
| - engineering | |
| - construction | |
| The KoCEM 1.0 is the original implementation of the dataset from the paper: ... | |
| The benchmark is a collection of ... instances across 6 tasks: field_words, standard_nomenclature, domain_knowledge, .... | |
| To replicate the studies from the paper, see below. | |
| ## Dataset Overview | |
| | Task | Instances | Version | Explanation | | |
| |-----------------------------|-----------|---------|--------------------------------------------------------------------------------| | |
| | industry_jargon | 657 | v1.0 | Multiple-choice questions about the Jargon of Construction Management from ... | | |
| | standard_nomenclature | 41,813 | v1.0 | Multiple-choice questions about Standard Nomenclature from ... | | |
| | domain_knowledge | 20,519 | v1.0 | Multiple-choice questions about Domain Knowledge from ... | | |
| | domain_reasoning | ... | v1.0 | Multiple-choice questions about Domain Knowledge from ... | | |
| | drawing_interpretation | ... | v1.0 | Multiple-choice questions about Domain Knowledge from ... | | |
| | comprehensive_reasoning | ... | v1.0 | Multiple-choice questions about Domain Knowledge from ... | | |
| | **Total** | **...** | | | | |
| ## Evaluation Code | |
| To perform the following process, installation of [this package](https://github.com/EleutherAI/lm-evaluation-harness) must be completed in advance. | |
| ### Utilizing Commercial API | |
| ``` | |
| export OPENAI_API_KEY=YOUR_KEY_HERE | |
| lm_eval --model openai-completions \ | |
| --model_args model=davinci-002 \ | |
| --tasks kocem_standard_nomenclature \ | |
| --log_samples \ | |
| --output_path results | |
| ``` | |
| ### Evaluating with HF SDK | |
| ``` | |
| lm_eval --model hf \ | |
| --model_args pretrained=EleutherAI/polyglot-ko-12.8b \ | |
| --tasks kocem_standard_nomenclature \ | |
| --device cuda:0 \ | |
| --batch_size auto:4 \ | |
| --log_samples \ | |
| --output_path results | |
| ``` | |
| ## Contact | |
| - pikaybh@snu.ac.kr |