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README.md
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---
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license: cc-by-nc-4.0
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task_categories:
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- question-answering
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language:
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- id
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tags:
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- MMLU
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- exams
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size_categories:
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- 1K<n<10K
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dataset_info: null
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configs:
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- config_name: Tourism
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data_files:
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- split: test
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path: Tourism/test.csv
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- split: dev
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path: Tourism/dev.csv
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- config_name: Teacher Competency Test
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data_files:
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- split: test
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path: Teacher Competency Test/test.csv
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- split: dev
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path: Teacher Competency Test/dev.csv
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- config_name: Advocate
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data_files:
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- split: test
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path: Advocate/test.csv
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- split: dev
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path: Advocate/dev.csv
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- config_name: Medical Doctor
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data_files:
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- split: test
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path: Medical Doctor/test.csv
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- split: dev
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path: Medical Doctor/dev.csv
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- config_name: Sharia Life Insurance
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data_files:
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- split: test
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path: Sharia Life Insurance/test.csv
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- split: dev
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path: Sharia Life Insurance/dev.csv
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- config_name: Nurse
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data_files:
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- split: test
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path: Nurse/test.csv
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- split: dev
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path: Nurse/dev.csv
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- config_name: Clinical Psychology
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data_files:
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- split: test
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path: Clinical Psychology/test.csv
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- split: dev
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path: Clinical Psychology/dev.csv
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- config_name: Life Insurance
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data_files:
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- split: test
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path: Life Insurance/test.csv
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- split: dev
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path: Life Insurance/dev.csv
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- config_name: Certified Financial Planner
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data_files:
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- split: test
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path: Certified Financial Planner/test.csv
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- split: dev
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path: Certified Financial Planner/dev.csv
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- config_name: Midwife
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data_files:
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- split: test
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path: Midwife/test.csv
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- split: dev
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path: Midwife/dev.csv
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- config_name: Certified Public Accountant
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data_files:
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- split: test
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path: Certified Public Accountant/test.csv
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- split: dev
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path: Certified Public Accountant/dev.csv
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- config_name: Certified Professional Management Accountant
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data_files:
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- split: test
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path: Certified Professional Management Accountant/test.csv
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- split: dev
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path: Certified Professional Management Accountant/dev.csv
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- config_name: Pharmacist
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data_files:
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- split: test
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path: Pharmacist/test.csv
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- split: dev
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path: Pharmacist/dev.csv
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- config_name: Office Administration
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data_files:
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- split: test
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path: Office Administration/test.csv
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- split: dev
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path: Office Administration/dev.csv
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- config_name: Hospitality
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data_files:
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- split: test
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path: Hospitality/test.csv
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- split: dev
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path: Hospitality/dev.csv
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- config_name: Broadcasting
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data_files:
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- split: test
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path: Broadcasting/test.csv
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- split: dev
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path: Broadcasting/dev.csv
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- config_name: Graphic Design
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data_files:
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- split: test
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path: Graphic Design/test.csv
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- split: dev
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path: Graphic Design/dev.csv
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- config_name: Police
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data_files:
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- split: test
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path: Police/test.csv
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- split: dev
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path: Police/dev.csv
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- config_name: Certified Indonesian Tax Accountant
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data_files:
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- split: test
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path: Certified Indonesian Tax Accountant/test.csv
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- split: dev
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path: Certified Indonesian Tax Accountant/dev.csv
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- config_name: Risk Management
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data_files:
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- split: test
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path: Risk Management/test.csv
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- split: dev
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path: Risk Management/dev.csv
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- config_name: Culinary Art
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data_files:
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- split: test
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path: Culinary Art/test.csv
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- split: dev
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path: Culinary Art/dev.csv
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- config_name: Fashion Design
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data_files:
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- split: test
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path: Fashion Design/test.csv
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- split: dev
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path: Fashion Design/dev.csv
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---
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<p align="left"> <img src="https://raw.githubusercontent.com/fajri91/eval_picts/refs/heads/master/indocareer.png" style="width: 75%;" id="title-icon"> </p>
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<p align="left"> <i>Fajri Koto</i></p>
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<h4 align="left">
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Department of Natural Language Processing, MBZUAI
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</h4>
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---
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## Introduction
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a dataset comprising 8,834 multiple-choice questions designed to evaluate performance in vocational and professional certification exams across various fields. With a focus on Indonesia, IndoCareer provides rich local contexts, spanning six key sectors: (1) healthcare, (2) insurance and finance, (3) creative and design, (4) tourism and hospitality, (5) education and training, and (6) law.
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<p align="left"> <img src="https://raw.githubusercontent.com/fajri91/eval_picts/refs/heads/master/indocareer_pie.png" style="width: 40%;" id="title-icon"> </p>
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## Data
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Each question in the dataset is a multiple-choice question with up to 5 choices and only one choice as the correct answer.
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```
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import datasets
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data = datasets.load_dataset('indolem/IndoCareer')
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```
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## Examples
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These questions are written in Indonesian.
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<p align="left">
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<img src="https://raw.githubusercontent.com/fajri91/eval_picts/refs/heads/master/indocareer_example.png" style="width: 40%;" id="title-icon">
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</p>
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## Evaluation
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We evaluated one closed-source model (GPT-4o) and 26 open-weight LLMs:
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<p align="left"> <img src="https://raw.githubusercontent.com/fajri91/eval_picts/refs/heads/master/indocareer_result.png" style="width: 35%;" id="title-icon"> </p>
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## Citation
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Please find out paper 📄<a href="https://arxiv.org/pdf/2409.08564/" target="_blank" style="margin-right: 15px; margin-left: 10px">here.</a>
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```
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@inproceedings{koto2025crack,
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title={Cracking the Code: Multi-domain LLM Evaluation on Real-World Professional Exams in Indonesia},
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author={"Fajri Koto"},
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booktitle={Proceedings of the 2025 Conference of the North American Chapter of the Association for Computational Linguistics – Human Language Technologies (NAACL HLT 2025), Industry Track},
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year={2025}
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}
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```
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