Datasets:
Formats:
parquet
Languages:
Korean
Size:
10K - 100K
Tags:
question-answering
multiple-choice
technical-certification
architecture
engineering
construction
License:
id
stringclasses 3
values | question
stringclasses 3
values | options
stringclasses 3
values | answer
stringclasses 3
values | explanation
stringclasses 1
value | image
imagewidth (px) | question_type
stringclasses 1
value | field
stringclasses 1
value | subfield
stringclasses 1
value | korean_national_technical_certification
stringclasses 2
values | exam
stringclasses 2
values | date
stringclasses 3
values | subject
stringclasses 2
values | human_acc
float32 0.68
0.81
| difficulty
stringclasses 2
values | answer_key
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
dev_Architectural_Planning_1222 | 사무소 건축에서 유효율이 의미하는 것은? | ['연면적에 대한 건축면적의 비율', '연면적에 대한 대실면적의 비율', '건축면적에 대한 대실면적의 비율'
'기준층 면적에 대한 대실면적의 비율'] | 연면적에 대한 대실면적의 비율 | Not supported with pagination yet | multiple-choice | Domain Knowledge | Architectural_Planning | 산업기사 | 건축산업기사 | 2018-04-28 | 1과목 : 건축계획 | 0.68 | Medium | B |
|
dev_Architectural_Planning_1067 | 우리나라 건축제도에서 사용하는 투영법은? | ['제1각법', '제2각법', '제3각법', '제4각법'] | 제3각법 | Not supported with pagination yet | multiple-choice | Domain Knowledge | Architectural_Planning | 기능사 | 전산응용건축제도기능사 | 2001-07-22 | 3과목 : 건축계획 및 제도 | 0.75 | Medium | C |
|
dev_Architectural_Planning_303 | 다음 중 근린생활권의 주택지의 단위에 속하지 않는 것은? | ['인보구', '가로 구역', '근린 분구', '근린 주구'] | 가로 구역 | Not supported with pagination yet | multiple-choice | Domain Knowledge | Architectural_Planning | 기능사 | 전산응용건축제도기능사 | 2012-10-20 | 3과목 : 건축계획 및 제도 | 0.81 | Easy | B |
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
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