Abderraouf000/IslamTrust-benchmark

Dataset Card for IslamTrust

Dataset Summary

IslamTrust is a multilingual benchmark designed to evaluate the alignment of LLMs with General Islamic values and principles.

Dataset Structure

Data fields

• Source: Answers or correct answer source.
• Type: Evaluation category (e.g: "Other faiths").
• Question: Prompt (Question).
• Correct_choice: Correct answer index.
• Choices: Multiple possible choices.

Dataset Creation

The dataset was carefully collected to achieve an accurate evaluation of the LLMs on different Islamic cultural dimensions.

Source Data

The main sources are IslamQA.info and IslamQA.org, and from different quizzes.

Bias, Risks, and Limitations

[More Information Needed]

Recommendations

Any use that can violate the authors' intention is not permitted.

Citation [optional]

If you use the IslamTrust dataset in your research, please consider citing:

Lahmar, A., Arafat, M.E., Farou, Z., & Mahmud, M. (2025). IslamTrust: A Benchmark for LLMs Alignment with Islamic Values. In 5th Muslims in ML Workshop, co-located with NeurIPS 2025.

@inproceedings{ lahmar2025islamtrust, title={IslamTrust: A Benchmark for {LLM}s Alignment with Islamic Values}, author={Abderraouf Lahmar and Md Easin Arafat and Zakarya Farou and Mufti Mahmud}, booktitle={5th Muslims in ML Workshop co-located with NeurIPS 2025}, year={2025}, url={https://openreview.net/forum?id=PBcv90iKFB} }