---
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:
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    num_examples: 3
  - name: extra
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    num_examples: 1586
  - name: test
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    num_examples: 464
  - name: val
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    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
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    num_examples: 5
  - name: extra
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    num_examples: 3784
  - name: test
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    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
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  - name: dev
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    num_examples: 5
  - name: extra
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    num_examples: 481
  - name: test
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    num_examples: 494
  - name: val
    num_bytes: 27966
    num_examples: 34
  download_size: 391514
  dataset_size: 130320
- config_name: Drawing_Interpretation
  splits:
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    num_examples: 3
  - name: extra
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    num_examples: 1
  - name: test
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    num_examples: 125
  - name: val
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    num_examples: 10
  download_size: 57260991
  dataset_size: 18320
- config_name: Domain_Reasoning
  splits:
  - name: dev
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    num_examples: 3
  - name: extra
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    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
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    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
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    num_examples: 8
  - name: extra
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    num_examples: 4827
  - name: test
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    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
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    num_examples: 41321
  - name: test
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    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
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    num_examples: 2
  - name: extra
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  - name: test
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    num_examples: 358
  - name: val
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    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 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