README.md · pikaybh/KoCEM at b143637815f82e353fdb7aa357ea949c165228ae

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: 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 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