KoCEM / README.md
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metadata
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: Drawing_Interpretation
    splits:
      - name: dev
        num_bytes: 3644635
        num_examples: 3
      - name: extra
        num_bytes: 1508494
        num_examples: 1
      - name: test
        num_bytes: 42893672
        num_examples: 125
      - name: val
        num_bytes: 12567092
        num_examples: 10
    download_size: 60613893
    dataset_size: 19432
  - config_name: Domain_Reasoning
    splits:
      - name: dev
        num_bytes: 60150
        num_examples: 3
      - name: extra
        num_bytes: 47725
        num_examples: 1
      - name: test
        num_bytes: 19800060
        num_examples: 258
      - name: val
        num_bytes: 1963257
        num_examples: 10
    download_size: 21871192
    dataset_size: 37520
  - config_name: Industry_Jargon
    splits:
      - name: dev
        num_bytes: 12717
        num_examples: 6
      - name: extra
        num_bytes: 7772
        num_examples: 1
      - name: test
        num_bytes: 48852
        num_examples: 576
      - name: val
        num_bytes: 17382
        num_examples: 57
    download_size: 86723
    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: 13153
        num_examples: 4
      - name: extra
        num_bytes: 8199530
        num_examples: 41321
      - name: test
        num_bytes: 99615
        num_examples: 444
      - name: val
        num_bytes: 21190
        num_examples: 44
    download_size: 8333488
    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: Drawing_Interpretation
    data_files:
      - split: dev
        path: Drawing_Interpretation/dev_Drawing_Interpretation.parquet
      - split: extra
        path: Drawing_Interpretation/extra_Drawing_Interpretation.parquet
      - split: test
        path: Drawing_Interpretation/test_Drawing_Interpretation.parquet
      - split: val
        path: Drawing_Interpretation/val_Drawing_Interpretation.parquet
  - config_name: Domain_Reasoning
    data_files:
      - split: dev
        path: Domain_Reasoning/dev_Domain_Reasoning.parquet
      - split: extra
        path: Domain_Reasoning/extra_Domain_Reasoning.parquet
      - split: test
        path: Domain_Reasoning/test_Domain_Reasoning.parquet
      - split: val
        path: Domain_Reasoning/val_Domain_Reasoning.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 11 tasks: Architectural Planning, Building System, .... To replicate the studies from the paper, see below.

Dataset Overview

Disciplines Fields Instances Version
Construction Terminology Industry Jargon 638 v1.0
Standard Nomenclature 492 v1.0
Drawing Interpretation Drawing Interpretation 139 v1.0
Domain Knowledge Architectural Planning 508 v1.0
Building System 432 v1.0
Construction Management 533 v1.0
Interior Design 411 v1.0
Material 459 v1.0
Safety Management 427 v1.0
Structural Engineering 403 v1.0
Domain Reasoning Domain Reasoning 271 v1.0
Total 4,657 v1.0

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